Dataset statistics
| Number of variables | 46 |
|---|---|
| Number of observations | 602 |
| Missing cells | 4461 |
| Missing cells (%) | 16.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 237.2 KiB |
| Average record size in memory | 403.5 B |
Variable types
| Text | 21 |
|---|---|
| Categorical | 7 |
| DateTime | 8 |
| Numeric | 8 |
| Unsupported | 2 |
degreeCategory2 is highly overall correlated with fieldCategory2 | High correlation |
endorsement1 is highly overall correlated with endorsement2 and 3 other fields | High correlation |
endorsement2 is highly overall correlated with endorsement1 and 4 other fields | High correlation |
endorsement3 is highly overall correlated with endorsement1 and 4 other fields | High correlation |
endorsement4 is highly overall correlated with endorsement1 and 4 other fields | High correlation |
endorsement5 is highly overall correlated with endorsement1 and 4 other fields | High correlation |
endorsement6 is highly overall correlated with endorsement2 and 3 other fields | High correlation |
fieldCategory2 is highly overall correlated with degreeCategory2 | High correlation |
jobTenureCategory is highly overall correlated with jobTenureYears | High correlation |
jobTenureYears is highly overall correlated with jobTenureCategory | High correlation |
company is highly imbalanced (68.8%) | Imbalance |
jobLocation has 137 (22.8%) missing values | Missing |
company2 has 19 (3.2%) missing values | Missing |
jobTitle2 has 20 (3.3%) missing values | Missing |
jobDateRange2 has 20 (3.3%) missing values | Missing |
jobStartedSince2 has 21 (3.5%) missing values | Missing |
school has 30 (5.0%) missing values | Missing |
schoolUrl has 101 (16.8%) missing values | Missing |
schoolDateRange has 97 (16.1%) missing values | Missing |
schoolUrl2 has 297 (49.3%) missing values | Missing |
schoolDegree2 has 243 (40.4%) missing values | Missing |
schoolDateRange2 has 232 (38.5%) missing values | Missing |
allSkills has 51 (8.5%) missing values | Missing |
skill1 has 51 (8.5%) missing values | Missing |
endorsement1 has 241 (40.0%) missing values | Missing |
skill2 has 52 (8.6%) missing values | Missing |
endorsement2 has 238 (39.5%) missing values | Missing |
skill3 has 53 (8.8%) missing values | Missing |
endorsement3 has 223 (37.0%) missing values | Missing |
skill4 has 57 (9.5%) missing values | Missing |
endorsement4 has 241 (40.0%) missing values | Missing |
skill5 has 64 (10.6%) missing values | Missing |
endorsement5 has 246 (40.9%) missing values | Missing |
skill6 has 81 (13.5%) missing values | Missing |
endorsement6 has 256 (42.5%) missing values | Missing |
error has 602 (100.0%) missing values | Missing |
schoolStartDate has 97 (16.1%) missing values | Missing |
schoolEndDate has 97 (16.1%) missing values | Missing |
schoolStartDate2 has 232 (38.5%) missing values | Missing |
schoolEndDate2 has 232 (38.5%) missing values | Missing |
totalExperienceYears has 93 (15.4%) missing values | Missing |
fullName has unique values | Unique |
error is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
weighted_skills is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
totalExperienceYears has 20 (3.3%) zeros | Zeros |
Reproduction
| Analysis started | 2024-06-24 13:34:46.583494 |
|---|---|
| Analysis finished | 2024-06-24 13:35:15.349402 |
| Duration | 28.77 seconds |
| Software version | ydata-profiling v4.8.3 |
| Download configuration | config.json |
location
Text
| Distinct | 123 |
|---|---|
| Distinct (%) | 20.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 25.6 KiB |
Length
| Max length | 49 |
|---|---|
| Median length | 46 |
| Mean length | 28.898671 |
| Min length | 6 |
Characters and Unicode
| Total characters | 17397 |
|---|---|
| Distinct characters | 57 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 91 ? |
|---|---|
| Unique (%) | 15.1% |
Sample
| 1st row | Greater Melbourne Area |
|---|---|
| 2nd row | Melbourne, Victoria |
| 3rd row | Greater Sydney Area |
| 4th row | Melbourne, Victoria, Australia |
| 5th row | Delhi, India |
| Value | Count | Frequency (%) |
| australia | 345 | |
| area | 191 | 8.8% |
| greater | 190 | 8.7% |
| sydney | 156 | 7.2% |
| melbourne | 145 | 6.7% |
| new | 113 | 5.2% |
| south | 113 | 5.2% |
| wales | 108 | 5.0% |
| victoria | 98 | 4.5% |
| australian | 74 | 3.4% |
| Other values (162) | 643 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 2037 | 11.7% |
| r | 1782 | 10.2% |
| e | 1651 | 9.5% |
| 1574 | 9.0% | |
| t | 1132 | 6.5% |
| i | 983 | 5.7% |
| l | 865 | 5.0% |
| n | 774 | 4.4% |
| u | 739 | 4.2% |
| , | 725 | 4.2% |
| Other values (47) | 5135 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 17397 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 2037 | 11.7% |
| r | 1782 | 10.2% |
| e | 1651 | 9.5% |
| 1574 | 9.0% | |
| t | 1132 | 6.5% |
| i | 983 | 5.7% |
| l | 865 | 5.0% |
| n | 774 | 4.4% |
| u | 739 | 4.2% |
| , | 725 | 4.2% |
| Other values (47) | 5135 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 17397 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 2037 | 11.7% |
| r | 1782 | 10.2% |
| e | 1651 | 9.5% |
| 1574 | 9.0% | |
| t | 1132 | 6.5% |
| i | 983 | 5.7% |
| l | 865 | 5.0% |
| n | 774 | 4.4% |
| u | 739 | 4.2% |
| , | 725 | 4.2% |
| Other values (47) | 5135 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 17397 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 2037 | 11.7% |
| r | 1782 | 10.2% |
| e | 1651 | 9.5% |
| 1574 | 9.0% | |
| t | 1132 | 6.5% |
| i | 983 | 5.7% |
| l | 865 | 5.0% |
| n | 774 | 4.4% |
| u | 739 | 4.2% |
| , | 725 | 4.2% |
| Other values (47) | 5135 |
fullName
Text
UNIQUE 
| Distinct | 602 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 25.6 KiB |
Length
| Max length | 51 |
|---|---|
| Median length | 23 |
| Mean length | 13.028239 |
| Min length | 7 |
Characters and Unicode
| Total characters | 7843 |
|---|---|
| Distinct characters | 64 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 602 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | Will Adams |
|---|---|
| 2nd row | Ammrith Adithya |
| 3rd row | Prabin Agarwal |
| 4th row | Priyanka Agarwal |
| 5th row | Akansha Aggarwal |
| Value | Count | Frequency (%) |
| david | 14 | 1.1% |
| nguyen | 7 | 0.6% |
| andrew | 7 | 0.6% |
| paul | 7 | 0.6% |
| john | 6 | 0.5% |
| gupta | 6 | 0.5% |
| michael | 6 | 0.5% |
| kumar | 6 | 0.5% |
| sharma | 6 | 0.5% |
| li | 5 | 0.4% |
| Other values (983) | 1188 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 921 | 11.7% |
| 663 | 8.5% | |
| n | 588 | 7.5% |
| e | 561 | 7.2% |
| i | 506 | 6.5% |
| r | 401 | 5.1% |
| o | 358 | 4.6% |
| h | 340 | 4.3% |
| l | 315 | 4.0% |
| s | 230 | 2.9% |
| Other values (54) | 2960 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7843 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 921 | 11.7% |
| 663 | 8.5% | |
| n | 588 | 7.5% |
| e | 561 | 7.2% |
| i | 506 | 6.5% |
| r | 401 | 5.1% |
| o | 358 | 4.6% |
| h | 340 | 4.3% |
| l | 315 | 4.0% |
| s | 230 | 2.9% |
| Other values (54) | 2960 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7843 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 921 | 11.7% |
| 663 | 8.5% | |
| n | 588 | 7.5% |
| e | 561 | 7.2% |
| i | 506 | 6.5% |
| r | 401 | 5.1% |
| o | 358 | 4.6% |
| h | 340 | 4.3% |
| l | 315 | 4.0% |
| s | 230 | 2.9% |
| Other values (54) | 2960 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7843 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 921 | 11.7% |
| 663 | 8.5% | |
| n | 588 | 7.5% |
| e | 561 | 7.2% |
| i | 506 | 6.5% |
| r | 401 | 5.1% |
| o | 358 | 4.6% |
| h | 340 | 4.3% |
| l | 315 | 4.0% |
| s | 230 | 2.9% |
| Other values (54) | 2960 |
company
Categorical
IMBALANCE 
| Distinct | 16 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 25.6 KiB |
| KPMG Australia | |
|---|---|
| KPMG | |
| KPMG US | 15 |
| KPMG UK | 14 |
| KPMG India | 11 |
| Other values (11) | 21 |
Length
| Max length | 31 |
|---|---|
| Median length | 14 |
| Mean length | 12.616279 |
| Min length | 4 |
Characters and Unicode
| Total characters | 7595 |
|---|---|
| Distinct characters | 39 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 5 ? |
|---|---|
| Unique (%) | 0.8% |
Sample
| 1st row | KPMG Australia |
|---|---|
| 2nd row | KPMG |
| 3rd row | KPMG Australia |
| 4th row | KPMG Australia |
| 5th row | KPMG |
Common Values
| Value | Count | Frequency (%) |
| KPMG Australia | 479 | |
| KPMG | 62 | 10.3% |
| KPMG US | 15 | 2.5% |
| KPMG UK | 14 | 2.3% |
| KPMG India | 11 | 1.8% |
| KPMG Canada | 4 | 0.7% |
| KPMG Vietnam | 3 | 0.5% |
| KPMG China | 3 | 0.5% |
| KPMG Nederland | 2 | 0.3% |
| KPMG Global Services (KGS) | 2 | 0.3% |
| Other values (6) | 7 | 1.2% |
Length
| Value | Count | Frequency (%) |
| kpmg | 602 | |
| australia | 479 | |
| us | 15 | 1.3% |
| uk | 14 | 1.2% |
| india | 11 | 1.0% |
| canada | 4 | 0.3% |
| systems | 3 | 0.3% |
| hands-on | 3 | 0.3% |
| services | 3 | 0.3% |
| china | 3 | 0.3% |
| Other values (11) | 16 | 1.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 1000 | |
| K | 618 | 8.1% |
| G | 606 | 8.0% |
| P | 603 | 7.9% |
| M | 602 | 7.9% |
| 551 | 7.3% | |
| i | 500 | 6.6% |
| s | 493 | 6.5% |
| l | 488 | 6.4% |
| t | 487 | 6.4% |
| Other values (29) | 1647 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7595 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 1000 | |
| K | 618 | 8.1% |
| G | 606 | 8.0% |
| P | 603 | 7.9% |
| M | 602 | 7.9% |
| 551 | 7.3% | |
| i | 500 | 6.6% |
| s | 493 | 6.5% |
| l | 488 | 6.4% |
| t | 487 | 6.4% |
| Other values (29) | 1647 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7595 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 1000 | |
| K | 618 | 8.1% |
| G | 606 | 8.0% |
| P | 603 | 7.9% |
| M | 602 | 7.9% |
| 551 | 7.3% | |
| i | 500 | 6.6% |
| s | 493 | 6.5% |
| l | 488 | 6.4% |
| t | 487 | 6.4% |
| Other values (29) | 1647 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7595 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 1000 | |
| K | 618 | 8.1% |
| G | 606 | 8.0% |
| P | 603 | 7.9% |
| M | 602 | 7.9% |
| 551 | 7.3% | |
| i | 500 | 6.6% |
| s | 493 | 6.5% |
| l | 488 | 6.4% |
| t | 487 | 6.4% |
| Other values (29) | 1647 |
jobTitle
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 25.6 KiB |
| Associate Director | |
|---|---|
| Manager | |
| Senior Consultant | |
| Director | |
| Consultant |
Length
| Max length | 18 |
|---|---|
| Median length | 17 |
| Mean length | 12.39701 |
| Min length | 7 |
Characters and Unicode
| Total characters | 7463 |
|---|---|
| Distinct characters | 19 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Senior Consultant |
|---|---|
| 2nd row | Consultant |
| 3rd row | Associate Director |
| 4th row | Associate Director |
| 5th row | Manager |
Common Values
| Value | Count | Frequency (%) |
| Associate Director | 165 | |
| Manager | 124 | |
| Senior Consultant | 108 | |
| Director | 93 | |
| Consultant | 87 | |
| Partner | 25 | 4.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| director | 258 | |
| consultant | 195 | |
| associate | 165 | |
| manager | 124 | |
| senior | 108 | |
| partner | 25 | 2.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 838 | |
| r | 798 | |
| o | 726 | |
| e | 680 | |
| n | 647 | |
| a | 633 | |
| i | 531 | 7.1% |
| s | 525 | 7.0% |
| c | 423 | 5.7% |
| 273 | 3.7% | |
| Other values (9) | 1389 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7463 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| t | 838 | |
| r | 798 | |
| o | 726 | |
| e | 680 | |
| n | 647 | |
| a | 633 | |
| i | 531 | 7.1% |
| s | 525 | 7.0% |
| c | 423 | 5.7% |
| 273 | 3.7% | |
| Other values (9) | 1389 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7463 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| t | 838 | |
| r | 798 | |
| o | 726 | |
| e | 680 | |
| n | 647 | |
| a | 633 | |
| i | 531 | 7.1% |
| s | 525 | 7.0% |
| c | 423 | 5.7% |
| 273 | 3.7% | |
| Other values (9) | 1389 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7463 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| t | 838 | |
| r | 798 | |
| o | 726 | |
| e | 680 | |
| n | 647 | |
| a | 633 | |
| i | 531 | 7.1% |
| s | 525 | 7.0% |
| c | 423 | 5.7% |
| 273 | 3.7% | |
| Other values (9) | 1389 |
jobLocation
Text
MISSING 
| Distinct | 78 |
|---|---|
| Distinct (%) | 16.8% |
| Missing | 137 |
| Missing (%) | 22.8% |
| Memory size | 25.6 KiB |
Length
| Max length | 59 |
|---|---|
| Median length | 47 |
| Mean length | 30.421505 |
| Min length | 5 |
Characters and Unicode
| Total characters | 14146 |
|---|---|
| Distinct characters | 53 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 40 ? |
|---|---|
| Unique (%) | 8.6% |
Sample
| 1st row | Melbourne, Victoria, Australia |
|---|---|
| 2nd row | Melbourne, Victoria, Australia |
| 3rd row | Sydney, New South Wales, Australia |
| 4th row | Melbourne, Victoria, Australia |
| 5th row | Delhi, India |
| Value | Count | Frequency (%) |
| australia | 402 | |
| sydney | 135 | 7.7% |
| south | 123 | 7.0% |
| new | 118 | 6.8% |
| melbourne | 117 | 6.7% |
| wales | 115 | 6.6% |
| victoria | 103 | 5.9% |
| · | 64 | 3.7% |
| canberra | 63 | 3.6% |
| australian | 56 | 3.2% |
| Other values (98) | 451 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 1584 | 11.2% |
| 1282 | 9.1% | |
| r | 1135 | 8.0% |
| i | 974 | 6.9% |
| e | 941 | 6.7% |
| t | 915 | 6.5% |
| l | 814 | 5.8% |
| u | 749 | 5.3% |
| , | 727 | 5.1% |
| s | 673 | 4.8% |
| Other values (43) | 4352 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 14146 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 1584 | 11.2% |
| 1282 | 9.1% | |
| r | 1135 | 8.0% |
| i | 974 | 6.9% |
| e | 941 | 6.7% |
| t | 915 | 6.5% |
| l | 814 | 5.8% |
| u | 749 | 5.3% |
| , | 727 | 5.1% |
| s | 673 | 4.8% |
| Other values (43) | 4352 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 14146 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 1584 | 11.2% |
| 1282 | 9.1% | |
| r | 1135 | 8.0% |
| i | 974 | 6.9% |
| e | 941 | 6.7% |
| t | 915 | 6.5% |
| l | 814 | 5.8% |
| u | 749 | 5.3% |
| , | 727 | 5.1% |
| s | 673 | 4.8% |
| Other values (43) | 4352 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 14146 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 1584 | 11.2% |
| 1282 | 9.1% | |
| r | 1135 | 8.0% |
| i | 974 | 6.9% |
| e | 941 | 6.7% |
| t | 915 | 6.5% |
| l | 814 | 5.8% |
| u | 749 | 5.3% |
| , | 727 | 5.1% |
| s | 673 | 4.8% |
| Other values (43) | 4352 |
jobDateRange
Text
| Distinct | 123 |
|---|---|
| Distinct (%) | 20.6% |
| Missing | 5 |
| Missing (%) | 0.8% |
| Memory size | 25.6 KiB |
Length
| Max length | 27 |
|---|---|
| Median length | 18 |
| Mean length | 18.008375 |
| Min length | 11 |
Characters and Unicode
| Total characters | 10751 |
|---|---|
| Distinct characters | 38 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 70 ? |
|---|---|
| Unique (%) | 11.7% |
Sample
| 1st row | Oct 2020 - Feb 2022 |
|---|---|
| 2nd row | Feb 2024 - Present |
| 3rd row | Mar 2022 - Present |
| 4th row | May 2022 - Present |
| 5th row | Sep 2023 - Present |
| Value | Count | Frequency (%) |
| 597 | ||
| present | 568 | |
| 2022 | 183 | 7.6% |
| 2023 | 175 | 7.3% |
| jul | 119 | 4.9% |
| 2021 | 109 | 4.5% |
| oct | 106 | 4.4% |
| jan | 97 | 4.0% |
| feb | 89 | 3.7% |
| 2024 | 65 | 2.7% |
| Other values (28) | 304 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1815 | ||
| 2 | 1360 | |
| e | 1275 | |
| n | 691 | 6.4% |
| t | 674 | 6.3% |
| 0 | 651 | 6.1% |
| r | 621 | 5.8% |
| - | 597 | 5.6% |
| s | 569 | 5.3% |
| P | 568 | 5.3% |
| Other values (28) | 1930 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10751 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1815 | ||
| 2 | 1360 | |
| e | 1275 | |
| n | 691 | 6.4% |
| t | 674 | 6.3% |
| 0 | 651 | 6.1% |
| r | 621 | 5.8% |
| - | 597 | 5.6% |
| s | 569 | 5.3% |
| P | 568 | 5.3% |
| Other values (28) | 1930 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10751 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1815 | ||
| 2 | 1360 | |
| e | 1275 | |
| n | 691 | 6.4% |
| t | 674 | 6.3% |
| 0 | 651 | 6.1% |
| r | 621 | 5.8% |
| - | 597 | 5.6% |
| s | 569 | 5.3% |
| P | 568 | 5.3% |
| Other values (28) | 1930 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10751 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1815 | ||
| 2 | 1360 | |
| e | 1275 | |
| n | 691 | 6.4% |
| t | 674 | 6.3% |
| 0 | 651 | 6.1% |
| r | 621 | 5.8% |
| - | 597 | 5.6% |
| s | 569 | 5.3% |
| P | 568 | 5.3% |
| Other values (28) | 1930 |
jobStartedSince
Date
| Distinct | 95 |
|---|---|
| Distinct (%) | 15.9% |
| Missing | 6 |
| Missing (%) | 1.0% |
| Memory size | 25.6 KiB |
| Minimum | 1996-11-01 00:00:00 |
|---|---|
| Maximum | 2024-05-01 00:00:00 |
jobDuration
Text
| Distinct | 95 |
|---|---|
| Distinct (%) | 15.9% |
| Missing | 6 |
| Missing (%) | 1.0% |
| Memory size | 25.6 KiB |
Length
| Max length | 13 |
|---|---|
| Median length | 12 |
| Mean length | 8.6073826 |
| Min length | 4 |
Characters and Unicode
| Total characters | 5130 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 40 ? |
|---|---|
| Unique (%) | 6.7% |
Sample
| 1st row | 1 yr 5 mos |
|---|---|
| 2nd row | 5 mos |
| 3rd row | 2 yrs 4 mos |
| 4th row | 2 yrs 2 mos |
| 5th row | 10 mos |
| Value | Count | Frequency (%) |
| mos | 454 | |
| yrs | 304 | |
| 1 | 221 | |
| 2 | 211 | |
| yr | 196 | |
| 6 | 107 | 5.5% |
| 5 | 99 | 5.1% |
| 9 | 97 | 5.0% |
| 3 | 80 | 4.1% |
| 4 | 36 | 1.8% |
| Other values (14) | 153 | 7.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1362 | ||
| s | 758 | |
| y | 500 | 9.7% |
| r | 500 | 9.7% |
| m | 479 | 9.3% |
| o | 479 | 9.3% |
| 1 | 319 | 6.2% |
| 2 | 217 | 4.2% |
| 6 | 109 | 2.1% |
| 5 | 101 | 2.0% |
| Other values (6) | 306 | 6.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5130 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1362 | ||
| s | 758 | |
| y | 500 | 9.7% |
| r | 500 | 9.7% |
| m | 479 | 9.3% |
| o | 479 | 9.3% |
| 1 | 319 | 6.2% |
| 2 | 217 | 4.2% |
| 6 | 109 | 2.1% |
| 5 | 101 | 2.0% |
| Other values (6) | 306 | 6.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5130 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1362 | ||
| s | 758 | |
| y | 500 | 9.7% |
| r | 500 | 9.7% |
| m | 479 | 9.3% |
| o | 479 | 9.3% |
| 1 | 319 | 6.2% |
| 2 | 217 | 4.2% |
| 6 | 109 | 2.1% |
| 5 | 101 | 2.0% |
| Other values (6) | 306 | 6.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5130 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1362 | ||
| s | 758 | |
| y | 500 | 9.7% |
| r | 500 | 9.7% |
| m | 479 | 9.3% |
| o | 479 | 9.3% |
| 1 | 319 | 6.2% |
| 2 | 217 | 4.2% |
| 6 | 109 | 2.1% |
| 5 | 101 | 2.0% |
| Other values (6) | 306 | 6.0% |
company2
Text
MISSING 
| Distinct | 242 |
|---|---|
| Distinct (%) | 41.5% |
| Missing | 19 |
| Missing (%) | 3.2% |
| Memory size | 25.6 KiB |
Length
| Max length | 63 |
|---|---|
| Median length | 52 |
| Mean length | 14.379074 |
| Min length | 2 |
Characters and Unicode
| Total characters | 8383 |
|---|---|
| Distinct characters | 82 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 208 ? |
|---|---|
| Unique (%) | 35.7% |
Sample
| 1st row | KPMG Australia |
|---|---|
| 2nd row | Commonwealth Bank |
| 3rd row | Accenture Australia |
| 4th row | DXC Technology |
| 5th row | KPMG |
| Value | Count | Frequency (%) |
| kpmg | 298 | |
| australia | 268 | |
| pwc | 20 | 1.6% |
| 14 | 1.1% | |
| group | 13 | 1.1% |
| systems | 13 | 1.1% |
| ltd | 11 | 0.9% |
| deloitte | 11 | 0.9% |
| india | 10 | 0.8% |
| accenture | 10 | 0.8% |
| Other values (390) | 570 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 800 | 9.5% |
| 655 | 7.8% | |
| i | 544 | 6.5% |
| t | 520 | 6.2% |
| r | 486 | 5.8% |
| s | 471 | 5.6% |
| l | 424 | 5.1% |
| u | 383 | 4.6% |
| e | 370 | 4.4% |
| P | 363 | 4.3% |
| Other values (72) | 3367 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8383 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 800 | 9.5% |
| 655 | 7.8% | |
| i | 544 | 6.5% |
| t | 520 | 6.2% |
| r | 486 | 5.8% |
| s | 471 | 5.6% |
| l | 424 | 5.1% |
| u | 383 | 4.6% |
| e | 370 | 4.4% |
| P | 363 | 4.3% |
| Other values (72) | 3367 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8383 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 800 | 9.5% |
| 655 | 7.8% | |
| i | 544 | 6.5% |
| t | 520 | 6.2% |
| r | 486 | 5.8% |
| s | 471 | 5.6% |
| l | 424 | 5.1% |
| u | 383 | 4.6% |
| e | 370 | 4.4% |
| P | 363 | 4.3% |
| Other values (72) | 3367 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8383 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 800 | 9.5% |
| 655 | 7.8% | |
| i | 544 | 6.5% |
| t | 520 | 6.2% |
| r | 486 | 5.8% |
| s | 471 | 5.6% |
| l | 424 | 5.1% |
| u | 383 | 4.6% |
| e | 370 | 4.4% |
| P | 363 | 4.3% |
| Other values (72) | 3367 |
jobTitle2
Text
MISSING 
| Distinct | 388 |
|---|---|
| Distinct (%) | 66.7% |
| Missing | 20 |
| Missing (%) | 3.3% |
| Memory size | 25.6 KiB |
Length
| Max length | 87 |
|---|---|
| Median length | 69 |
| Mean length | 24.35567 |
| Min length | 5 |
Characters and Unicode
| Total characters | 14175 |
|---|---|
| Distinct characters | 66 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 346 ? |
|---|---|
| Unique (%) | 59.5% |
Sample
| 1st row | Consultant |
|---|---|
| 2nd row | Early Customer Engagement Specialist (Financial Assist Solutions) |
| 3rd row | Manager |
| 4th row | Senior Technical Consultant |
| 5th row | Executive |
| Value | Count | Frequency (%) |
| 148 | 8.1% | |
| manager | 141 | 7.7% |
| consultant | 138 | 7.5% |
| senior | 100 | 5.5% |
| director | 93 | 5.1% |
| associate | 59 | 3.2% |
| technology | 45 | 2.5% |
| lead | 42 | 2.3% |
| data | 37 | 2.0% |
| advisory | 36 | 2.0% |
| Other values (341) | 994 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1264 | 8.9% | |
| n | 1228 | 8.7% |
| e | 1226 | 8.6% |
| a | 1145 | 8.1% |
| t | 1066 | 7.5% |
| r | 945 | 6.7% |
| o | 905 | 6.4% |
| i | 847 | 6.0% |
| s | 709 | 5.0% |
| c | 538 | 3.8% |
| Other values (56) | 4302 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 14175 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1264 | 8.9% | |
| n | 1228 | 8.7% |
| e | 1226 | 8.6% |
| a | 1145 | 8.1% |
| t | 1066 | 7.5% |
| r | 945 | 6.7% |
| o | 905 | 6.4% |
| i | 847 | 6.0% |
| s | 709 | 5.0% |
| c | 538 | 3.8% |
| Other values (56) | 4302 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 14175 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1264 | 8.9% | |
| n | 1228 | 8.7% |
| e | 1226 | 8.6% |
| a | 1145 | 8.1% |
| t | 1066 | 7.5% |
| r | 945 | 6.7% |
| o | 905 | 6.4% |
| i | 847 | 6.0% |
| s | 709 | 5.0% |
| c | 538 | 3.8% |
| Other values (56) | 4302 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 14175 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1264 | 8.9% | |
| n | 1228 | 8.7% |
| e | 1226 | 8.6% |
| a | 1145 | 8.1% |
| t | 1066 | 7.5% |
| r | 945 | 6.7% |
| o | 905 | 6.4% |
| i | 847 | 6.0% |
| s | 709 | 5.0% |
| c | 538 | 3.8% |
| Other values (56) | 4302 |
jobDateRange2
Text
MISSING 
| Distinct | 473 |
|---|---|
| Distinct (%) | 81.3% |
| Missing | 20 |
| Missing (%) | 3.3% |
| Memory size | 25.6 KiB |
Length
| Max length | 28 |
|---|---|
| Median length | 19 |
| Mean length | 18.785223 |
| Min length | 8 |
Characters and Unicode
| Total characters | 10933 |
|---|---|
| Distinct characters | 38 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 402 ? |
|---|---|
| Unique (%) | 69.1% |
Sample
| 1st row | Sep 2018 - Oct 2020 |
|---|---|
| 2nd row | Mar 2020 - Aug 2020 |
| 3rd row | Oct 2016 - Feb 2022 |
| 4th row | Sep 2021 - May 2022 |
| 5th row | Sep 2022 - Sep 2023 |
| Value | Count | Frequency (%) |
| 581 | ||
| 2022 | 283 | 10.0% |
| 2021 | 251 | 8.9% |
| oct | 164 | 5.8% |
| feb | 155 | 5.5% |
| 2023 | 155 | 5.5% |
| jul | 118 | 4.2% |
| sep | 115 | 4.1% |
| jan | 110 | 3.9% |
| jun | 96 | 3.4% |
| Other values (32) | 801 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2247 | ||
| 2 | 2201 | |
| 0 | 1225 | |
| - | 581 | 5.3% |
| 1 | 514 | 4.7% |
| e | 471 | 4.3% |
| J | 324 | 3.0% |
| u | 276 | 2.5% |
| n | 273 | 2.5% |
| c | 231 | 2.1% |
| Other values (28) | 2590 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10933 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2247 | ||
| 2 | 2201 | |
| 0 | 1225 | |
| - | 581 | 5.3% |
| 1 | 514 | 4.7% |
| e | 471 | 4.3% |
| J | 324 | 3.0% |
| u | 276 | 2.5% |
| n | 273 | 2.5% |
| c | 231 | 2.1% |
| Other values (28) | 2590 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10933 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2247 | ||
| 2 | 2201 | |
| 0 | 1225 | |
| - | 581 | 5.3% |
| 1 | 514 | 4.7% |
| e | 471 | 4.3% |
| J | 324 | 3.0% |
| u | 276 | 2.5% |
| n | 273 | 2.5% |
| c | 231 | 2.1% |
| Other values (28) | 2590 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10933 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2247 | ||
| 2 | 2201 | |
| 0 | 1225 | |
| - | 581 | 5.3% |
| 1 | 514 | 4.7% |
| e | 471 | 4.3% |
| J | 324 | 3.0% |
| u | 276 | 2.5% |
| n | 273 | 2.5% |
| c | 231 | 2.1% |
| Other values (28) | 2590 |
jobStartedSince2
Date
MISSING 
| Distinct | 128 |
|---|---|
| Distinct (%) | 22.0% |
| Missing | 21 |
| Missing (%) | 3.5% |
| Memory size | 25.6 KiB |
| Minimum | 1994-04-01 00:00:00 |
|---|---|
| Maximum | 2024-02-01 00:00:00 |
school
Text
MISSING 
| Distinct | 248 |
|---|---|
| Distinct (%) | 43.4% |
| Missing | 30 |
| Missing (%) | 5.0% |
| Memory size | 25.6 KiB |
Length
| Max length | 127 |
|---|---|
| Median length | 58 |
| Mean length | 25.26049 |
| Min length | 3 |
Characters and Unicode
| Total characters | 14449 |
|---|---|
| Distinct characters | 72 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 200 ? |
|---|---|
| Unique (%) | 35.0% |
Sample
| 1st row | Monash University |
|---|---|
| 2nd row | Monash University |
| 3rd row | Institute of Chartered Accountant of India |
| 4th row | College Of Engineering Roorkee |
| 5th row | The Institute of Chartered Accountants of India |
| Value | Count | Frequency (%) |
| university | 372 | |
| of | 258 | 13.4% |
| technology | 70 | 3.6% |
| the | 68 | 3.5% |
| unsw | 56 | 2.9% |
| sydney | 47 | 2.4% |
| school | 47 | 2.4% |
| monash | 39 | 2.0% |
| institute | 37 | 1.9% |
| queensland | 34 | 1.8% |
| Other values (399) | 901 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1357 | 9.4% | |
| i | 1205 | 8.3% |
| e | 1199 | 8.3% |
| n | 1154 | 8.0% |
| o | 800 | 5.5% |
| t | 785 | 5.4% |
| s | 752 | 5.2% |
| r | 748 | 5.2% |
| a | 741 | 5.1% |
| y | 570 | 3.9% |
| Other values (62) | 5138 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 14449 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1357 | 9.4% | |
| i | 1205 | 8.3% |
| e | 1199 | 8.3% |
| n | 1154 | 8.0% |
| o | 800 | 5.5% |
| t | 785 | 5.4% |
| s | 752 | 5.2% |
| r | 748 | 5.2% |
| a | 741 | 5.1% |
| y | 570 | 3.9% |
| Other values (62) | 5138 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 14449 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1357 | 9.4% | |
| i | 1205 | 8.3% |
| e | 1199 | 8.3% |
| n | 1154 | 8.0% |
| o | 800 | 5.5% |
| t | 785 | 5.4% |
| s | 752 | 5.2% |
| r | 748 | 5.2% |
| a | 741 | 5.1% |
| y | 570 | 3.9% |
| Other values (62) | 5138 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 14449 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1357 | 9.4% | |
| i | 1205 | 8.3% |
| e | 1199 | 8.3% |
| n | 1154 | 8.0% |
| o | 800 | 5.5% |
| t | 785 | 5.4% |
| s | 752 | 5.2% |
| r | 748 | 5.2% |
| a | 741 | 5.1% |
| y | 570 | 3.9% |
| Other values (62) | 5138 |
schoolUrl
Text
MISSING 
| Distinct | 193 |
|---|---|
| Distinct (%) | 38.5% |
| Missing | 101 |
| Missing (%) | 16.8% |
| Memory size | 25.6 KiB |
Length
| Max length | 42 |
|---|---|
| Median length | 41 |
| Mean length | 39.307385 |
| Min length | 38 |
Characters and Unicode
| Total characters | 19693 |
|---|---|
| Distinct characters | 29 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 149 ? |
|---|---|
| Unique (%) | 29.7% |
Sample
| 1st row | https://www.linkedin.com/company/5663/ |
|---|---|
| 2nd row | https://www.linkedin.com/company/5663/ |
| 3rd row | https://www.linkedin.com/company/1968486/ |
| 4th row | https://www.linkedin.com/company/739903/ |
| 5th row | https://www.linkedin.com/company/363736/ |
| Value | Count | Frequency (%) |
| https://www.linkedin.com/company/6096 | 45 | 9.0% |
| https://www.linkedin.com/company/5663 | 38 | 7.6% |
| https://www.linkedin.com/company/166678 | 26 | 5.2% |
| https://www.linkedin.com/company/162587 | 25 | 5.0% |
| https://www.linkedin.com/company/5885 | 21 | 4.2% |
| https://www.linkedin.com/company/5677 | 18 | 3.6% |
| https://www.linkedin.com/company/165624 | 18 | 3.6% |
| https://www.linkedin.com/company/166676 | 15 | 3.0% |
| https://www.linkedin.com/company/166664 | 13 | 2.6% |
| https://www.linkedin.com/company/7763 | 12 | 2.4% |
| Other values (183) | 270 |
Most occurring characters
| Value | Count | Frequency (%) |
| / | 2505 | 12.7% |
| w | 1503 | 7.6% |
| n | 1503 | 7.6% |
| c | 1002 | 5.1% |
| t | 1002 | 5.1% |
| p | 1002 | 5.1% |
| . | 1002 | 5.1% |
| i | 1002 | 5.1% |
| m | 1002 | 5.1% |
| o | 1002 | 5.1% |
| Other values (19) | 7168 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 19693 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| / | 2505 | 12.7% |
| w | 1503 | 7.6% |
| n | 1503 | 7.6% |
| c | 1002 | 5.1% |
| t | 1002 | 5.1% |
| p | 1002 | 5.1% |
| . | 1002 | 5.1% |
| i | 1002 | 5.1% |
| m | 1002 | 5.1% |
| o | 1002 | 5.1% |
| Other values (19) | 7168 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 19693 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| / | 2505 | 12.7% |
| w | 1503 | 7.6% |
| n | 1503 | 7.6% |
| c | 1002 | 5.1% |
| t | 1002 | 5.1% |
| p | 1002 | 5.1% |
| . | 1002 | 5.1% |
| i | 1002 | 5.1% |
| m | 1002 | 5.1% |
| o | 1002 | 5.1% |
| Other values (19) | 7168 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 19693 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| / | 2505 | 12.7% |
| w | 1503 | 7.6% |
| n | 1503 | 7.6% |
| c | 1002 | 5.1% |
| t | 1002 | 5.1% |
| p | 1002 | 5.1% |
| . | 1002 | 5.1% |
| i | 1002 | 5.1% |
| m | 1002 | 5.1% |
| o | 1002 | 5.1% |
| Other values (19) | 7168 |
schoolDateRange
Text
MISSING 
| Distinct | 234 |
|---|---|
| Distinct (%) | 46.3% |
| Missing | 97 |
| Missing (%) | 16.1% |
| Memory size | 25.6 KiB |
Length
| Max length | 19 |
|---|---|
| Median length | 11 |
| Mean length | 11.726733 |
| Min length | 4 |
Characters and Unicode
| Total characters | 5922 |
|---|---|
| Distinct characters | 34 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 139 ? |
|---|---|
| Unique (%) | 27.5% |
Sample
| 1st row | 2012 - 2016 |
|---|---|
| 2nd row | 2019 - 2023 |
| 3rd row | 1999 - 2004 |
| 4th row | 2002 - 2006 |
| 5th row | 2012 - 2018 |
| Value | Count | Frequency (%) |
| 486 | ||
| 2021 | 68 | 4.2% |
| 2020 | 63 | 3.9% |
| 2018 | 62 | 3.9% |
| 2019 | 60 | 3.7% |
| 2017 | 54 | 3.4% |
| 2015 | 48 | 3.0% |
| 2022 | 45 | 2.8% |
| 2012 | 45 | 2.8% |
| 2016 | 44 | 2.7% |
| Other values (54) | 627 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 1210 | |
| 0 | 1200 | |
| 1097 | ||
| 1 | 663 | |
| - | 486 | |
| 9 | 332 | 5.6% |
| 8 | 131 | 2.2% |
| 7 | 107 | 1.8% |
| 6 | 85 | 1.4% |
| 4 | 85 | 1.4% |
| Other values (24) | 526 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5922 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 1210 | |
| 0 | 1200 | |
| 1097 | ||
| 1 | 663 | |
| - | 486 | |
| 9 | 332 | 5.6% |
| 8 | 131 | 2.2% |
| 7 | 107 | 1.8% |
| 6 | 85 | 1.4% |
| 4 | 85 | 1.4% |
| Other values (24) | 526 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5922 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 1210 | |
| 0 | 1200 | |
| 1097 | ||
| 1 | 663 | |
| - | 486 | |
| 9 | 332 | 5.6% |
| 8 | 131 | 2.2% |
| 7 | 107 | 1.8% |
| 6 | 85 | 1.4% |
| 4 | 85 | 1.4% |
| Other values (24) | 526 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5922 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 1210 | |
| 0 | 1200 | |
| 1097 | ||
| 1 | 663 | |
| - | 486 | |
| 9 | 332 | 5.6% |
| 8 | 131 | 2.2% |
| 7 | 107 | 1.8% |
| 6 | 85 | 1.4% |
| 4 | 85 | 1.4% |
| Other values (24) | 526 |
schoolUrl2
Text
MISSING 
| Distinct | 192 |
|---|---|
| Distinct (%) | 63.0% |
| Missing | 297 |
| Missing (%) | 49.3% |
| Memory size | 25.6 KiB |
Length
| Max length | 43 |
|---|---|
| Median length | 42 |
| Mean length | 39.783607 |
| Min length | 38 |
Characters and Unicode
| Total characters | 12134 |
|---|---|
| Distinct characters | 29 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 160 ? |
|---|---|
| Unique (%) | 52.5% |
Sample
| 1st row | https://www.linkedin.com/company/5663/ |
|---|---|
| 2nd row | https://www.linkedin.com/company/633270/ |
| 3rd row | https://www.linkedin.com/company/9584148/ |
| 4th row | https://www.linkedin.com/company/15109269/ |
| 5th row | https://www.linkedin.com/company/5663/ |
| Value | Count | Frequency (%) |
| https://www.linkedin.com/company/6096 | 12 | 3.9% |
| https://www.linkedin.com/company/5885 | 10 | 3.3% |
| https://www.linkedin.com/company/162587 | 10 | 3.3% |
| https://www.linkedin.com/company/165624 | 10 | 3.3% |
| https://www.linkedin.com/company/5663 | 10 | 3.3% |
| https://www.linkedin.com/company/166676 | 8 | 2.6% |
| https://www.linkedin.com/company/5677 | 7 | 2.3% |
| https://www.linkedin.com/company/19034 | 7 | 2.3% |
| https://www.linkedin.com/company/7763 | 5 | 1.6% |
| https://www.linkedin.com/company/166678 | 5 | 1.6% |
| Other values (182) | 221 |
Most occurring characters
| Value | Count | Frequency (%) |
| / | 1525 | 12.6% |
| w | 915 | 7.5% |
| n | 915 | 7.5% |
| c | 610 | 5.0% |
| p | 610 | 5.0% |
| . | 610 | 5.0% |
| m | 610 | 5.0% |
| i | 610 | 5.0% |
| o | 610 | 5.0% |
| t | 610 | 5.0% |
| Other values (19) | 4509 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 12134 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| / | 1525 | 12.6% |
| w | 915 | 7.5% |
| n | 915 | 7.5% |
| c | 610 | 5.0% |
| p | 610 | 5.0% |
| . | 610 | 5.0% |
| m | 610 | 5.0% |
| i | 610 | 5.0% |
| o | 610 | 5.0% |
| t | 610 | 5.0% |
| Other values (19) | 4509 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 12134 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| / | 1525 | 12.6% |
| w | 915 | 7.5% |
| n | 915 | 7.5% |
| c | 610 | 5.0% |
| p | 610 | 5.0% |
| . | 610 | 5.0% |
| m | 610 | 5.0% |
| i | 610 | 5.0% |
| o | 610 | 5.0% |
| t | 610 | 5.0% |
| Other values (19) | 4509 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 12134 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| / | 1525 | 12.6% |
| w | 915 | 7.5% |
| n | 915 | 7.5% |
| c | 610 | 5.0% |
| p | 610 | 5.0% |
| . | 610 | 5.0% |
| m | 610 | 5.0% |
| i | 610 | 5.0% |
| o | 610 | 5.0% |
| t | 610 | 5.0% |
| Other values (19) | 4509 |
schoolDegree2
Text
MISSING 
| Distinct | 345 |
|---|---|
| Distinct (%) | 96.1% |
| Missing | 243 |
| Missing (%) | 40.4% |
| Memory size | 25.6 KiB |
Length
| Max length | 112 |
|---|---|
| Median length | 72 |
| Mean length | 42.420613 |
| Min length | 3 |
Characters and Unicode
| Total characters | 15229 |
|---|---|
| Distinct characters | 71 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 336 ? |
|---|---|
| Unique (%) | 93.6% |
Sample
| 1st row | Bachelor's degree, Business (Marketing) (International Business) |
|---|---|
| 2nd row | VCE |
| 3rd row | Bachelor of Commerce (B.Com.), Accountancy |
| 4th row | SSC, PCM |
| 5th row | BCA, Computer Applications |
| Value | Count | Frequency (%) |
| of | 152 | 8.0% |
| bachelor | 108 | 5.7% |
| 71 | 3.7% | |
| and | 71 | 3.7% |
| business | 70 | 3.7% |
| science | 55 | 2.9% |
| engineering | 48 | 2.5% |
| management | 48 | 2.5% |
| information | 47 | 2.5% |
| degree | 47 | 2.5% |
| Other values (393) | 1177 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1541 | 10.1% | |
| e | 1381 | 9.1% |
| n | 1189 | 7.8% |
| o | 1042 | 6.8% |
| a | 974 | 6.4% |
| i | 966 | 6.3% |
| c | 774 | 5.1% |
| r | 769 | 5.0% |
| t | 724 | 4.8% |
| s | 640 | 4.2% |
| Other values (61) | 5229 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 15229 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1541 | 10.1% | |
| e | 1381 | 9.1% |
| n | 1189 | 7.8% |
| o | 1042 | 6.8% |
| a | 974 | 6.4% |
| i | 966 | 6.3% |
| c | 774 | 5.1% |
| r | 769 | 5.0% |
| t | 724 | 4.8% |
| s | 640 | 4.2% |
| Other values (61) | 5229 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 15229 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1541 | 10.1% | |
| e | 1381 | 9.1% |
| n | 1189 | 7.8% |
| o | 1042 | 6.8% |
| a | 974 | 6.4% |
| i | 966 | 6.3% |
| c | 774 | 5.1% |
| r | 769 | 5.0% |
| t | 724 | 4.8% |
| s | 640 | 4.2% |
| Other values (61) | 5229 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 15229 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1541 | 10.1% | |
| e | 1381 | 9.1% |
| n | 1189 | 7.8% |
| o | 1042 | 6.8% |
| a | 974 | 6.4% |
| i | 966 | 6.3% |
| c | 774 | 5.1% |
| r | 769 | 5.0% |
| t | 724 | 4.8% |
| s | 640 | 4.2% |
| Other values (61) | 5229 |
schoolDateRange2
Text
MISSING 
| Distinct | 199 |
|---|---|
| Distinct (%) | 53.8% |
| Missing | 232 |
| Missing (%) | 38.5% |
| Memory size | 25.6 KiB |
Length
| Max length | 19 |
|---|---|
| Median length | 11 |
| Mean length | 11.321622 |
| Min length | 4 |
Characters and Unicode
| Total characters | 4189 |
|---|---|
| Distinct characters | 34 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 115 ? |
|---|---|
| Unique (%) | 31.1% |
Sample
| 1st row | 2012 - 2016 |
|---|---|
| 2nd row | 2015 - 2018 |
| 3rd row | 1999 - 2002 |
| 4th row | 1999 - 2002 |
| 5th row | 2001 - 2004 |
| Value | Count | Frequency (%) |
| 351 | ||
| 2014 | 56 | 4.9% |
| 2016 | 53 | 4.7% |
| 2018 | 47 | 4.1% |
| 2012 | 44 | 3.9% |
| 2013 | 40 | 3.5% |
| 2015 | 38 | 3.3% |
| 2019 | 31 | 2.7% |
| 2011 | 29 | 2.6% |
| 2008 | 29 | 2.6% |
| Other values (52) | 417 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 883 | |
| 2 | 766 | |
| 765 | ||
| 1 | 546 | |
| - | 351 | 8.4% |
| 9 | 223 | 5.3% |
| 8 | 108 | 2.6% |
| 4 | 87 | 2.1% |
| 6 | 78 | 1.9% |
| 5 | 67 | 1.6% |
| Other values (24) | 315 | 7.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4189 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 883 | |
| 2 | 766 | |
| 765 | ||
| 1 | 546 | |
| - | 351 | 8.4% |
| 9 | 223 | 5.3% |
| 8 | 108 | 2.6% |
| 4 | 87 | 2.1% |
| 6 | 78 | 1.9% |
| 5 | 67 | 1.6% |
| Other values (24) | 315 | 7.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4189 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 883 | |
| 2 | 766 | |
| 765 | ||
| 1 | 546 | |
| - | 351 | 8.4% |
| 9 | 223 | 5.3% |
| 8 | 108 | 2.6% |
| 4 | 87 | 2.1% |
| 6 | 78 | 1.9% |
| 5 | 67 | 1.6% |
| Other values (24) | 315 | 7.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4189 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 883 | |
| 2 | 766 | |
| 765 | ||
| 1 | 546 | |
| - | 351 | 8.4% |
| 9 | 223 | 5.3% |
| 8 | 108 | 2.6% |
| 4 | 87 | 2.1% |
| 6 | 78 | 1.9% |
| 5 | 67 | 1.6% |
| Other values (24) | 315 | 7.5% |
allSkills
Text
MISSING 
| Distinct | 551 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 51 |
| Missing (%) | 8.5% |
| Memory size | 25.6 KiB |
Length
| Max length | 869 |
|---|---|
| Median length | 453 |
| Mean length | 358.52087 |
| Min length | 15 |
Characters and Unicode
| Total characters | 197545 |
|---|---|
| Distinct characters | 73 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 551 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | Management Consulting, Presentations, Microsoft Dynamics CRM, Scrum, Critical Thinking, Microsoft PowerPoint |
|---|---|
| 2nd row | FICO, ECC, SAP R/3, SAP Implementation, SAP, ERP, SAP FICO, Requirements Analysis, SAP FI, SAP ERP, Business Analysis, IDOC, SAP Products, Consulting, Integration, Financial Reporting, Team Management, Vendor Management |
| 3rd row | MorphX, X++, Microsoft Dynamics ERP, Oracle 10g, Red Hat Linux, Telecom BSS, Microsoft Dynamics AX 4.0, 2009, 2012, 2012 R2, Enterprise Portals, Oracle, Microsoft Dynamics, SSRS, ERP, Solution Architecture, Business Process, Requirements Analysis, SQL, .NET, Business Analysis, Microsoft SQL Server, Enterprise Resource Planning (ERP) |
| 4th row | External Audits, Auditing, Tax, Financial Audits, Financial Statement Auditing |
| 5th row | Business Process Improvement, Technical Specs, Process Modeling, Problem Solving, Communication, Strategy, Technical Architecture, Business Requirements, Architecture, Agile Methodologies, PL/SQL, Java, Testing, Telecommunications, Requirements Analysis, Service Delivery, Integration, User Acceptance Testing, SDP, Solution Architecture, Test Planning, Software Project Management, Test Automation, Software Development, Software Quality Assurance, Oracle, OSS, Open Source Software, Linux, WebLogic, Quality Center, Weblogic, Unix, SQL, JIRA, SoapUI, HP Quality Center |
| Value | Count | Frequency (%) |
| management | 1574 | 7.3% |
| business | 952 | 4.4% |
| microsoft | 639 | 3.0% |
| analysis | 600 | 2.8% |
| project | 512 | 2.4% |
| data | 428 | 2.0% |
| process | 351 | 1.6% |
| strategy | 333 | 1.6% |
| it | 318 | 1.5% |
| development | 244 | 1.1% |
| Other values (1844) | 15467 |
Most occurring characters
| Value | Count | Frequency (%) |
| 20867 | 10.6% | |
| e | 18186 | 9.2% |
| n | 14281 | 7.2% |
| a | 12644 | 6.4% |
| i | 11850 | 6.0% |
| t | 11757 | 6.0% |
| , | 10937 | 5.5% |
| s | 10374 | 5.3% |
| o | 9607 | 4.9% |
| r | 9436 | 4.8% |
| Other values (63) | 67606 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 197545 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 20867 | 10.6% | |
| e | 18186 | 9.2% |
| n | 14281 | 7.2% |
| a | 12644 | 6.4% |
| i | 11850 | 6.0% |
| t | 11757 | 6.0% |
| , | 10937 | 5.5% |
| s | 10374 | 5.3% |
| o | 9607 | 4.9% |
| r | 9436 | 4.8% |
| Other values (63) | 67606 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 197545 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 20867 | 10.6% | |
| e | 18186 | 9.2% |
| n | 14281 | 7.2% |
| a | 12644 | 6.4% |
| i | 11850 | 6.0% |
| t | 11757 | 6.0% |
| , | 10937 | 5.5% |
| s | 10374 | 5.3% |
| o | 9607 | 4.9% |
| r | 9436 | 4.8% |
| Other values (63) | 67606 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 197545 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 20867 | 10.6% | |
| e | 18186 | 9.2% |
| n | 14281 | 7.2% |
| a | 12644 | 6.4% |
| i | 11850 | 6.0% |
| t | 11757 | 6.0% |
| , | 10937 | 5.5% |
| s | 10374 | 5.3% |
| o | 9607 | 4.9% |
| r | 9436 | 4.8% |
| Other values (63) | 67606 |
skill1
Text
MISSING 
| Distinct | 318 |
|---|---|
| Distinct (%) | 57.7% |
| Missing | 51 |
| Missing (%) | 8.5% |
| Memory size | 25.6 KiB |
Length
| Max length | 61 |
|---|---|
| Median length | 38 |
| Mean length | 16.417423 |
| Min length | 1 |
Characters and Unicode
| Total characters | 9046 |
|---|---|
| Distinct characters | 66 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 236 ? |
|---|---|
| Unique (%) | 42.8% |
Sample
| 1st row | Management Consulting |
|---|---|
| 2nd row | FICO |
| 3rd row | MorphX |
| 4th row | External Audits |
| 5th row | Business Process Improvement |
| Value | Count | Frequency (%) |
| management | 64 | 5.9% |
| business | 54 | 5.0% |
| microsoft | 40 | 3.7% |
| analysis | 35 | 3.2% |
| project | 26 | 2.4% |
| data | 25 | 2.3% |
| strategy | 24 | 2.2% |
| it | 20 | 1.8% |
| consulting | 19 | 1.7% |
| office | 18 | 1.7% |
| Other values (326) | 761 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 886 | 9.8% |
| n | 729 | 8.1% |
| i | 649 | 7.2% |
| a | 621 | 6.9% |
| t | 605 | 6.7% |
| s | 567 | 6.3% |
| 535 | 5.9% | |
| o | 511 | 5.6% |
| r | 476 | 5.3% |
| c | 320 | 3.5% |
| Other values (56) | 3147 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 9046 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 886 | 9.8% |
| n | 729 | 8.1% |
| i | 649 | 7.2% |
| a | 621 | 6.9% |
| t | 605 | 6.7% |
| s | 567 | 6.3% |
| 535 | 5.9% | |
| o | 511 | 5.6% |
| r | 476 | 5.3% |
| c | 320 | 3.5% |
| Other values (56) | 3147 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 9046 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 886 | 9.8% |
| n | 729 | 8.1% |
| i | 649 | 7.2% |
| a | 621 | 6.9% |
| t | 605 | 6.7% |
| s | 567 | 6.3% |
| 535 | 5.9% | |
| o | 511 | 5.6% |
| r | 476 | 5.3% |
| c | 320 | 3.5% |
| Other values (56) | 3147 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 9046 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 886 | 9.8% |
| n | 729 | 8.1% |
| i | 649 | 7.2% |
| a | 621 | 6.9% |
| t | 605 | 6.7% |
| s | 567 | 6.3% |
| 535 | 5.9% | |
| o | 511 | 5.6% |
| r | 476 | 5.3% |
| c | 320 | 3.5% |
| Other values (56) | 3147 |
endorsement1
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 60 |
|---|---|
| Distinct (%) | 16.6% |
| Missing | 241 |
| Missing (%) | 40.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.944598 |
| Minimum | 1 |
|---|---|
| Maximum | 400 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 25.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 7 |
| Q3 | 26 |
| 95-th percentile | 65 |
| Maximum | 400 |
| Range | 399 |
| Interquartile range (IQR) | 24 |
Descriptive statistics
| Standard deviation | 55.741589 |
|---|---|
| Coefficient of variation (CV) | 2.32794 |
| Kurtosis | 30.62305 |
| Mean | 23.944598 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 5.3686813 |
| Sum | 8644 |
| Variance | 3107.1247 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 60 | 10.0% |
| 2 | 37 | 6.1% |
| 3 | 31 | 5.1% |
| 5 | 19 | 3.2% |
| 4 | 14 | 2.3% |
| 6 | 11 | 1.8% |
| 7 | 10 | 1.7% |
| 21 | 9 | 1.5% |
| 31 | 9 | 1.5% |
| 10 | 8 | 1.3% |
| Other values (50) | 153 | |
| (Missing) | 241 |
| Value | Count | Frequency (%) |
| 1 | 60 | |
| 2 | 37 | |
| 3 | 31 | |
| 4 | 14 | 2.3% |
| 5 | 19 | 3.2% |
| 6 | 11 | 1.8% |
| 7 | 10 | 1.7% |
| 8 | 8 | 1.3% |
| 9 | 8 | 1.3% |
| 10 | 8 | 1.3% |
| Value | Count | Frequency (%) |
| 400 | 1 | 0.2% |
| 365 | 7 | |
| 126 | 1 | 0.2% |
| 99 | 1 | 0.2% |
| 97 | 1 | 0.2% |
| 96 | 1 | 0.2% |
| 87 | 1 | 0.2% |
| 76 | 1 | 0.2% |
| 72 | 1 | 0.2% |
| 66 | 2 | 0.3% |
skill2
Text
MISSING 
| Distinct | 342 |
|---|---|
| Distinct (%) | 62.2% |
| Missing | 52 |
| Missing (%) | 8.6% |
| Memory size | 25.6 KiB |
Length
| Max length | 59 |
|---|---|
| Median length | 31 |
| Mean length | 15.687273 |
| Min length | 1 |
Characters and Unicode
| Total characters | 8628 |
|---|---|
| Distinct characters | 61 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 259 ? |
|---|---|
| Unique (%) | 47.1% |
Sample
| 1st row | Presentations |
|---|---|
| 2nd row | ECC |
| 3rd row | X++ |
| 4th row | Auditing |
| 5th row | Technical Specs |
| Value | Count | Frequency (%) |
| management | 53 | 5.0% |
| business | 40 | 3.8% |
| microsoft | 35 | 3.3% |
| it | 26 | 2.5% |
| data | 25 | 2.4% |
| analysis | 25 | 2.4% |
| strategy | 22 | 2.1% |
| project | 21 | 2.0% |
| architecture | 15 | 1.4% |
| sap | 13 | 1.2% |
| Other values (354) | 783 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 858 | 9.9% |
| n | 644 | 7.5% |
| a | 606 | 7.0% |
| t | 583 | 6.8% |
| i | 575 | 6.7% |
| 508 | 5.9% | |
| r | 493 | 5.7% |
| s | 491 | 5.7% |
| o | 483 | 5.6% |
| c | 313 | 3.6% |
| Other values (51) | 3074 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8628 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 858 | 9.9% |
| n | 644 | 7.5% |
| a | 606 | 7.0% |
| t | 583 | 6.8% |
| i | 575 | 6.7% |
| 508 | 5.9% | |
| r | 493 | 5.7% |
| s | 491 | 5.7% |
| o | 483 | 5.6% |
| c | 313 | 3.6% |
| Other values (51) | 3074 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8628 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 858 | 9.9% |
| n | 644 | 7.5% |
| a | 606 | 7.0% |
| t | 583 | 6.8% |
| i | 575 | 6.7% |
| 508 | 5.9% | |
| r | 493 | 5.7% |
| s | 491 | 5.7% |
| o | 483 | 5.6% |
| c | 313 | 3.6% |
| Other values (51) | 3074 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8628 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 858 | 9.9% |
| n | 644 | 7.5% |
| a | 606 | 7.0% |
| t | 583 | 6.8% |
| i | 575 | 6.7% |
| 508 | 5.9% | |
| r | 493 | 5.7% |
| s | 491 | 5.7% |
| o | 483 | 5.6% |
| c | 313 | 3.6% |
| Other values (51) | 3074 |
endorsement2
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 57 |
|---|---|
| Distinct (%) | 15.7% |
| Missing | 238 |
| Missing (%) | 39.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.071429 |
| Minimum | 1 |
|---|---|
| Maximum | 400 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 25.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 7 |
| Q3 | 19.25 |
| 95-th percentile | 52 |
| Maximum | 400 |
| Range | 399 |
| Interquartile range (IQR) | 17.25 |
Descriptive statistics
| Standard deviation | 41.213218 |
|---|---|
| Coefficient of variation (CV) | 2.4141634 |
| Kurtosis | 60.710065 |
| Mean | 17.071429 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 7.3162912 |
| Sum | 6214 |
| Variance | 1698.5293 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 78 | 13.0% |
| 2 | 43 | 7.1% |
| 3 | 23 | 3.8% |
| 8 | 20 | 3.3% |
| 5 | 16 | 2.7% |
| 7 | 13 | 2.2% |
| 10 | 11 | 1.8% |
| 4 | 11 | 1.8% |
| 21 | 11 | 1.8% |
| 6 | 9 | 1.5% |
| Other values (47) | 129 | |
| (Missing) | 238 |
| Value | Count | Frequency (%) |
| 1 | 78 | |
| 2 | 43 | |
| 3 | 23 | 3.8% |
| 4 | 11 | 1.8% |
| 5 | 16 | 2.7% |
| 6 | 9 | 1.5% |
| 7 | 13 | 2.2% |
| 8 | 20 | 3.3% |
| 9 | 9 | 1.5% |
| 10 | 11 | 1.8% |
| Value | Count | Frequency (%) |
| 400 | 1 | 0.2% |
| 365 | 3 | |
| 102 | 1 | 0.2% |
| 96 | 1 | 0.2% |
| 86 | 1 | 0.2% |
| 75 | 1 | 0.2% |
| 74 | 1 | 0.2% |
| 65 | 2 | |
| 62 | 1 | 0.2% |
| 61 | 2 |
skill3
Text
MISSING 
| Distinct | 328 |
|---|---|
| Distinct (%) | 59.7% |
| Missing | 53 |
| Missing (%) | 8.8% |
| Memory size | 25.6 KiB |
Length
| Max length | 40 |
|---|---|
| Median length | 30 |
| Mean length | 15.710383 |
| Min length | 1 |
Characters and Unicode
| Total characters | 8625 |
|---|---|
| Distinct characters | 65 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 247 ? |
|---|---|
| Unique (%) | 45.0% |
Sample
| 1st row | Microsoft Dynamics CRM |
|---|---|
| 2nd row | SAP R/3 |
| 3rd row | Microsoft Dynamics ERP |
| 4th row | Tax |
| 5th row | Process Modeling |
| Value | Count | Frequency (%) |
| business | 60 | 5.8% |
| management | 59 | 5.7% |
| microsoft | 43 | 4.2% |
| analysis | 32 | 3.1% |
| data | 21 | 2.0% |
| project | 19 | 1.8% |
| development | 18 | 1.7% |
| leadership | 17 | 1.6% |
| process | 15 | 1.4% |
| consulting | 15 | 1.4% |
| Other values (333) | 737 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 843 | 9.8% |
| n | 694 | 8.0% |
| i | 656 | 7.6% |
| s | 586 | 6.8% |
| a | 578 | 6.7% |
| t | 560 | 6.5% |
| 487 | 5.6% | |
| o | 484 | 5.6% |
| r | 451 | 5.2% |
| l | 308 | 3.6% |
| Other values (55) | 2978 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8625 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 843 | 9.8% |
| n | 694 | 8.0% |
| i | 656 | 7.6% |
| s | 586 | 6.8% |
| a | 578 | 6.7% |
| t | 560 | 6.5% |
| 487 | 5.6% | |
| o | 484 | 5.6% |
| r | 451 | 5.2% |
| l | 308 | 3.6% |
| Other values (55) | 2978 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8625 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 843 | 9.8% |
| n | 694 | 8.0% |
| i | 656 | 7.6% |
| s | 586 | 6.8% |
| a | 578 | 6.7% |
| t | 560 | 6.5% |
| 487 | 5.6% | |
| o | 484 | 5.6% |
| r | 451 | 5.2% |
| l | 308 | 3.6% |
| Other values (55) | 2978 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8625 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 843 | 9.8% |
| n | 694 | 8.0% |
| i | 656 | 7.6% |
| s | 586 | 6.8% |
| a | 578 | 6.7% |
| t | 560 | 6.5% |
| 487 | 5.6% | |
| o | 484 | 5.6% |
| r | 451 | 5.2% |
| l | 308 | 3.6% |
| Other values (55) | 2978 |
endorsement3
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 61 |
|---|---|
| Distinct (%) | 16.1% |
| Missing | 223 |
| Missing (%) | 37.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.327177 |
| Minimum | 1 |
|---|---|
| Maximum | 2019 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 25.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 5 |
| Q3 | 17 |
| 95-th percentile | 51.1 |
| Maximum | 2019 |
| Range | 2018 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 110.56284 |
|---|---|
| Coefficient of variation (CV) | 5.1841292 |
| Kurtosis | 284.56116 |
| Mean | 21.327177 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 16.035856 |
| Sum | 8083 |
| Variance | 12224.141 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 76 | 12.6% |
| 2 | 58 | 9.6% |
| 3 | 29 | 4.8% |
| 4 | 20 | 3.3% |
| 5 | 15 | 2.5% |
| 8 | 14 | 2.3% |
| 10 | 12 | 2.0% |
| 7 | 10 | 1.7% |
| 6 | 10 | 1.7% |
| 32 | 8 | 1.3% |
| Other values (51) | 127 | |
| (Missing) | 223 |
| Value | Count | Frequency (%) |
| 1 | 76 | |
| 2 | 58 | |
| 3 | 29 | 4.8% |
| 4 | 20 | 3.3% |
| 5 | 15 | 2.5% |
| 6 | 10 | 1.7% |
| 7 | 10 | 1.7% |
| 8 | 14 | 2.3% |
| 9 | 3 | 0.5% |
| 10 | 12 | 2.0% |
| Value | Count | Frequency (%) |
| 2019 | 1 | 0.2% |
| 400 | 1 | 0.2% |
| 365 | 3 | |
| 106 | 1 | 0.2% |
| 98 | 1 | 0.2% |
| 96 | 1 | 0.2% |
| 82 | 1 | 0.2% |
| 75 | 1 | 0.2% |
| 73 | 1 | 0.2% |
| 64 | 1 | 0.2% |
skill4
Text
MISSING 
| Distinct | 331 |
|---|---|
| Distinct (%) | 60.7% |
| Missing | 57 |
| Missing (%) | 9.5% |
| Memory size | 25.6 KiB |
Length
| Max length | 47 |
|---|---|
| Median length | 29 |
| Mean length | 15.222018 |
| Min length | 1 |
Characters and Unicode
| Total characters | 8296 |
|---|---|
| Distinct characters | 63 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 251 ? |
|---|---|
| Unique (%) | 46.1% |
Sample
| 1st row | Scrum |
|---|---|
| 2nd row | SAP Implementation |
| 3rd row | Oracle 10g |
| 4th row | Financial Audits |
| 5th row | Problem Solving |
| Value | Count | Frequency (%) |
| management | 85 | 8.4% |
| business | 55 | 5.4% |
| microsoft | 33 | 3.3% |
| project | 31 | 3.1% |
| analysis | 28 | 2.8% |
| data | 24 | 2.4% |
| process | 20 | 2.0% |
| it | 19 | 1.9% |
| strategy | 18 | 1.8% |
| consulting | 16 | 1.6% |
| Other values (337) | 681 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 854 | 10.3% |
| n | 681 | 8.2% |
| a | 593 | 7.1% |
| t | 580 | 7.0% |
| i | 572 | 6.9% |
| s | 523 | 6.3% |
| 465 | 5.6% | |
| o | 446 | 5.4% |
| r | 420 | 5.1% |
| c | 295 | 3.6% |
| Other values (53) | 2867 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8296 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 854 | 10.3% |
| n | 681 | 8.2% |
| a | 593 | 7.1% |
| t | 580 | 7.0% |
| i | 572 | 6.9% |
| s | 523 | 6.3% |
| 465 | 5.6% | |
| o | 446 | 5.4% |
| r | 420 | 5.1% |
| c | 295 | 3.6% |
| Other values (53) | 2867 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8296 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 854 | 10.3% |
| n | 681 | 8.2% |
| a | 593 | 7.1% |
| t | 580 | 7.0% |
| i | 572 | 6.9% |
| s | 523 | 6.3% |
| 465 | 5.6% | |
| o | 446 | 5.4% |
| r | 420 | 5.1% |
| c | 295 | 3.6% |
| Other values (53) | 2867 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8296 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 854 | 10.3% |
| n | 681 | 8.2% |
| a | 593 | 7.1% |
| t | 580 | 7.0% |
| i | 572 | 6.9% |
| s | 523 | 6.3% |
| 465 | 5.6% | |
| o | 446 | 5.4% |
| r | 420 | 5.1% |
| c | 295 | 3.6% |
| Other values (53) | 2867 |
endorsement4
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 53 |
|---|---|
| Distinct (%) | 14.7% |
| Missing | 241 |
| Missing (%) | 40.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 209973.15 |
| Minimum | 1 |
|---|---|
| Maximum | 75792018 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 25.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 6 |
| Q3 | 17 |
| 95-th percentile | 52 |
| Maximum | 75792018 |
| Range | 75792017 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 3989052.4 |
|---|---|
| Coefficient of variation (CV) | 18.997916 |
| Kurtosis | 361 |
| Mean | 209973.15 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 19 |
| Sum | 75800308 |
| Variance | 1.5912539 × 1013 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 65 | 10.8% |
| 2 | 47 | 7.8% |
| 3 | 33 | 5.5% |
| 4 | 19 | 3.2% |
| 8 | 17 | 2.8% |
| 6 | 15 | 2.5% |
| 7 | 15 | 2.5% |
| 5 | 15 | 2.5% |
| 9 | 10 | 1.7% |
| 12 | 7 | 1.2% |
| Other values (43) | 118 | |
| (Missing) | 241 |
| Value | Count | Frequency (%) |
| 1 | 65 | |
| 2 | 47 | |
| 3 | 33 | |
| 4 | 19 | 3.2% |
| 5 | 15 | 2.5% |
| 6 | 15 | 2.5% |
| 7 | 15 | 2.5% |
| 8 | 17 | 2.8% |
| 9 | 10 | 1.7% |
| 10 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 75792018 | 1 | |
| 2019 | 1 | |
| 1110 | 1 | |
| 400 | 1 | |
| 365 | 1 | |
| 129 | 1 | |
| 108 | 1 | |
| 95 | 1 | |
| 86 | 1 | |
| 76 | 1 |
skill5
Text
MISSING 
| Distinct | 311 |
|---|---|
| Distinct (%) | 57.8% |
| Missing | 64 |
| Missing (%) | 10.6% |
| Memory size | 25.6 KiB |
Length
| Max length | 54 |
|---|---|
| Median length | 33 |
| Mean length | 16.501859 |
| Min length | 1 |
Characters and Unicode
| Total characters | 8878 |
|---|---|
| Distinct characters | 62 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 233 ? |
|---|---|
| Unique (%) | 43.3% |
Sample
| 1st row | Critical Thinking |
|---|---|
| 2nd row | SAP |
| 3rd row | Red Hat Linux |
| 4th row | Financial Statement Auditing |
| 5th row | Communication |
| Value | Count | Frequency (%) |
| management | 84 | 7.9% |
| business | 50 | 4.7% |
| analysis | 37 | 3.5% |
| microsoft | 31 | 2.9% |
| it | 23 | 2.2% |
| project | 21 | 2.0% |
| strategy | 20 | 1.9% |
| data | 18 | 1.7% |
| service | 16 | 1.5% |
| financial | 16 | 1.5% |
| Other values (344) | 753 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 920 | 10.4% |
| n | 736 | 8.3% |
| a | 649 | 7.3% |
| t | 594 | 6.7% |
| i | 583 | 6.6% |
| 531 | 6.0% | |
| s | 516 | 5.8% |
| r | 470 | 5.3% |
| o | 466 | 5.2% |
| c | 289 | 3.3% |
| Other values (52) | 3124 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8878 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 920 | 10.4% |
| n | 736 | 8.3% |
| a | 649 | 7.3% |
| t | 594 | 6.7% |
| i | 583 | 6.6% |
| 531 | 6.0% | |
| s | 516 | 5.8% |
| r | 470 | 5.3% |
| o | 466 | 5.2% |
| c | 289 | 3.3% |
| Other values (52) | 3124 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8878 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 920 | 10.4% |
| n | 736 | 8.3% |
| a | 649 | 7.3% |
| t | 594 | 6.7% |
| i | 583 | 6.6% |
| 531 | 6.0% | |
| s | 516 | 5.8% |
| r | 470 | 5.3% |
| o | 466 | 5.2% |
| c | 289 | 3.3% |
| Other values (52) | 3124 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8878 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 920 | 10.4% |
| n | 736 | 8.3% |
| a | 649 | 7.3% |
| t | 594 | 6.7% |
| i | 583 | 6.6% |
| 531 | 6.0% | |
| s | 516 | 5.8% |
| r | 470 | 5.3% |
| o | 466 | 5.2% |
| c | 289 | 3.3% |
| Other values (52) | 3124 |
endorsement5
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 49 |
|---|---|
| Distinct (%) | 13.8% |
| Missing | 246 |
| Missing (%) | 40.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.092697 |
| Minimum | 1 |
|---|---|
| Maximum | 400 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 25.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 5 |
| Q3 | 14 |
| 95-th percentile | 47.5 |
| Maximum | 400 |
| Range | 399 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 31.267944 |
|---|---|
| Coefficient of variation (CV) | 2.3881974 |
| Kurtosis | 110.45558 |
| Mean | 13.092697 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 9.5858253 |
| Sum | 4661 |
| Variance | 977.68434 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 64 | 10.6% |
| 2 | 37 | 6.1% |
| 3 | 33 | 5.5% |
| 4 | 30 | 5.0% |
| 6 | 20 | 3.3% |
| 5 | 19 | 3.2% |
| 7 | 18 | 3.0% |
| 8 | 11 | 1.8% |
| 14 | 8 | 1.3% |
| 21 | 7 | 1.2% |
| Other values (39) | 109 | |
| (Missing) | 246 |
| Value | Count | Frequency (%) |
| 1 | 64 | |
| 2 | 37 | |
| 3 | 33 | |
| 4 | 30 | |
| 5 | 19 | 3.2% |
| 6 | 20 | 3.3% |
| 7 | 18 | 3.0% |
| 8 | 11 | 1.8% |
| 9 | 5 | 0.8% |
| 10 | 7 | 1.2% |
| Value | Count | Frequency (%) |
| 400 | 1 | 0.2% |
| 365 | 1 | 0.2% |
| 95 | 1 | 0.2% |
| 74 | 1 | 0.2% |
| 65 | 1 | 0.2% |
| 64 | 1 | 0.2% |
| 63 | 1 | 0.2% |
| 54 | 3 | |
| 53 | 4 | |
| 52 | 3 |
skill6
Text
MISSING 
| Distinct | 317 |
|---|---|
| Distinct (%) | 60.8% |
| Missing | 81 |
| Missing (%) | 13.5% |
| Memory size | 25.6 KiB |
Length
| Max length | 54 |
|---|---|
| Median length | 30 |
| Mean length | 15.287908 |
| Min length | 3 |
Characters and Unicode
| Total characters | 7965 |
|---|---|
| Distinct characters | 60 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 235 ? |
|---|---|
| Unique (%) | 45.1% |
Sample
| 1st row | Microsoft PowerPoint |
|---|---|
| 2nd row | ERP |
| 3rd row | Telecom BSS |
| 4th row | Strategy |
| 5th row | Enterprise Resource Planning (ERP) |
| Value | Count | Frequency (%) |
| management | 63 | 6.4% |
| business | 53 | 5.4% |
| analysis | 38 | 3.9% |
| microsoft | 29 | 3.0% |
| data | 28 | 2.9% |
| it | 18 | 1.8% |
| process | 15 | 1.5% |
| service | 13 | 1.3% |
| project | 13 | 1.3% |
| leadership | 12 | 1.2% |
| Other values (333) | 698 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 821 | 10.3% |
| n | 657 | 8.2% |
| a | 608 | 7.6% |
| i | 560 | 7.0% |
| s | 515 | 6.5% |
| t | 500 | 6.3% |
| 459 | 5.8% | |
| r | 415 | 5.2% |
| o | 413 | 5.2% |
| c | 262 | 3.3% |
| Other values (50) | 2755 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7965 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 821 | 10.3% |
| n | 657 | 8.2% |
| a | 608 | 7.6% |
| i | 560 | 7.0% |
| s | 515 | 6.5% |
| t | 500 | 6.3% |
| 459 | 5.8% | |
| r | 415 | 5.2% |
| o | 413 | 5.2% |
| c | 262 | 3.3% |
| Other values (50) | 2755 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7965 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 821 | 10.3% |
| n | 657 | 8.2% |
| a | 608 | 7.6% |
| i | 560 | 7.0% |
| s | 515 | 6.5% |
| t | 500 | 6.3% |
| 459 | 5.8% | |
| r | 415 | 5.2% |
| o | 413 | 5.2% |
| c | 262 | 3.3% |
| Other values (50) | 2755 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7965 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 821 | 10.3% |
| n | 657 | 8.2% |
| a | 608 | 7.6% |
| i | 560 | 7.0% |
| s | 515 | 6.5% |
| t | 500 | 6.3% |
| 459 | 5.8% | |
| r | 415 | 5.2% |
| o | 413 | 5.2% |
| c | 262 | 3.3% |
| Other values (50) | 2755 |
endorsement6
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 49 |
|---|---|
| Distinct (%) | 14.2% |
| Missing | 256 |
| Missing (%) | 42.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.459538 |
| Minimum | 1 |
|---|---|
| Maximum | 900 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 25.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 5 |
| Q3 | 12 |
| 95-th percentile | 46.25 |
| Maximum | 900 |
| Range | 899 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 54.33823 |
|---|---|
| Coefficient of variation (CV) | 3.7579508 |
| Kurtosis | 210.37116 |
| Mean | 14.459538 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 13.519066 |
| Sum | 5003 |
| Variance | 2952.6433 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 67 | 11.1% |
| 2 | 42 | 7.0% |
| 3 | 31 | 5.1% |
| 4 | 26 | 4.3% |
| 5 | 19 | 3.2% |
| 6 | 19 | 3.2% |
| 9 | 13 | 2.2% |
| 7 | 13 | 2.2% |
| 13 | 10 | 1.7% |
| 10 | 9 | 1.5% |
| Other values (39) | 97 | 16.1% |
| (Missing) | 256 |
| Value | Count | Frequency (%) |
| 1 | 67 | |
| 2 | 42 | |
| 3 | 31 | |
| 4 | 26 | 4.3% |
| 5 | 19 | 3.2% |
| 6 | 19 | 3.2% |
| 7 | 13 | 2.2% |
| 8 | 9 | 1.5% |
| 9 | 13 | 2.2% |
| 10 | 9 | 1.5% |
| Value | Count | Frequency (%) |
| 900 | 1 | |
| 365 | 1 | |
| 162 | 1 | |
| 107 | 1 | |
| 99 | 1 | |
| 96 | 1 | |
| 88 | 1 | |
| 85 | 1 | |
| 65 | 1 | |
| 63 | 1 |
error
Unsupported
MISSING  REJECTED  UNSUPPORTED 
| Missing | 602 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 25.6 KiB |
jobStartDate
Date
| Distinct | 95 |
|---|---|
| Distinct (%) | 15.9% |
| Missing | 5 |
| Missing (%) | 0.8% |
| Memory size | 25.6 KiB |
| Minimum | 1996-11-01 00:00:00 |
|---|---|
| Maximum | 2024-05-01 00:00:00 |
jobEndDate
Date
| Distinct | 588 |
|---|---|
| Distinct (%) | 98.5% |
| Missing | 5 |
| Missing (%) | 0.8% |
| Memory size | 25.6 KiB |
| Minimum | 2015-06-01 00:00:00 |
|---|---|
| Maximum | 2024-06-24 12:46:00.195382 |
jobTenureYears
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 113 |
|---|---|
| Distinct (%) | 18.9% |
| Missing | 5 |
| Missing (%) | 0.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.600938 |
| Minimum | 0.08 |
|---|---|
| Maximum | 27.64 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 25.6 KiB |
Quantile statistics
| Minimum | 0.08 |
|---|---|
| 5-th percentile | 0.39 |
| Q1 | 1.06 |
| median | 1.98 |
| Q3 | 2.73 |
| 95-th percentile | 7.98 |
| Maximum | 27.64 |
| Range | 27.56 |
| Interquartile range (IQR) | 1.67 |
Descriptive statistics
| Standard deviation | 3.0487808 |
|---|---|
| Coefficient of variation (CV) | 1.1721851 |
| Kurtosis | 23.704152 |
| Mean | 2.600938 |
| Median Absolute Deviation (MAD) | 0.75 |
| Skewness | 4.2467998 |
| Sum | 1552.76 |
| Variance | 9.2950642 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.98 | 50 | 8.3% |
| 1.98 | 39 | 6.5% |
| 1.39 | 38 | 6.3% |
| 2.73 | 34 | 5.6% |
| 0.48 | 28 | 4.7% |
| 1.48 | 26 | 4.3% |
| 2.48 | 24 | 4.0% |
| 0.39 | 23 | 3.8% |
| 1.73 | 23 | 3.8% |
| 1.9 | 14 | 2.3% |
| Other values (103) | 298 |
| Value | Count | Frequency (%) |
| 0.08 | 1 | 0.2% |
| 0.15 | 3 | 0.5% |
| 0.17 | 2 | 0.3% |
| 0.23 | 5 | 0.8% |
| 0.25 | 4 | 0.7% |
| 0.31 | 1 | 0.2% |
| 0.34 | 1 | 0.2% |
| 0.39 | 23 | |
| 0.48 | 28 | |
| 0.5 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 27.64 | 1 | |
| 25.31 | 1 | |
| 24.98 | 1 | |
| 20.48 | 1 | |
| 18.48 | 1 | |
| 18.16 | 1 | |
| 17.81 | 1 | |
| 16.39 | 1 | |
| 16.31 | 1 | |
| 14.23 | 1 |
schoolStartDate
Date
MISSING 
| Distinct | 81 |
|---|---|
| Distinct (%) | 16.0% |
| Missing | 97 |
| Missing (%) | 16.1% |
| Memory size | 25.6 KiB |
| Minimum | 1972-01-01 00:00:00 |
|---|---|
| Maximum | 2025-01-01 00:00:00 |
schoolEndDate
Date
MISSING 
| Distinct | 101 |
|---|---|
| Distinct (%) | 20.0% |
| Missing | 97 |
| Missing (%) | 16.1% |
| Memory size | 25.6 KiB |
| Minimum | 1975-01-01 00:00:00 |
|---|---|
| Maximum | 2029-12-01 00:00:00 |
schoolStartDate2
Date
MISSING 
| Distinct | 67 |
|---|---|
| Distinct (%) | 18.1% |
| Missing | 232 |
| Missing (%) | 38.5% |
| Memory size | 25.6 KiB |
| Minimum | 1970-01-01 00:00:00 |
|---|---|
| Maximum | 2024-02-01 00:00:00 |
schoolEndDate2
Date
MISSING 
| Distinct | 89 |
|---|---|
| Distinct (%) | 24.1% |
| Missing | 232 |
| Missing (%) | 38.5% |
| Memory size | 25.6 KiB |
| Minimum | 1972-01-01 00:00:00 |
|---|---|
| Maximum | 2024-06-24 12:46:00.278968 |
degreeCategory
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 25.6 KiB |
| Bachelor | |
|---|---|
| Diploma | |
| High School | |
| Unknown | |
| Master | 4 |
Length
| Max length | 11 |
|---|---|
| Median length | 8 |
| Mean length | 7.7923588 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4691 |
|---|---|
| Distinct characters | 24 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.2% |
Sample
| 1st row | Bachelor |
|---|---|
| 2nd row | Bachelor |
| 3rd row | Bachelor |
| 4th row | Bachelor |
| 5th row | PhD |
Common Values
| Value | Count | Frequency (%) |
| Bachelor | 241 | |
| Diploma | 239 | |
| High School | 61 | 10.1% |
| Unknown | 56 | 9.3% |
| Master | 4 | 0.7% |
| PhD | 1 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| bachelor | 241 | |
| diploma | 239 | |
| high | 61 | 9.2% |
| school | 61 | 9.2% |
| unknown | 56 | 8.4% |
| master | 4 | 0.6% |
| phd | 1 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 658 | |
| l | 541 | |
| a | 484 | |
| h | 364 | 7.8% |
| c | 302 | 6.4% |
| i | 300 | 6.4% |
| e | 245 | 5.2% |
| r | 245 | 5.2% |
| B | 241 | 5.1% |
| D | 240 | 5.1% |
| Other values (14) | 1071 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4691 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 658 | |
| l | 541 | |
| a | 484 | |
| h | 364 | 7.8% |
| c | 302 | 6.4% |
| i | 300 | 6.4% |
| e | 245 | 5.2% |
| r | 245 | 5.2% |
| B | 241 | 5.1% |
| D | 240 | 5.1% |
| Other values (14) | 1071 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4691 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 658 | |
| l | 541 | |
| a | 484 | |
| h | 364 | 7.8% |
| c | 302 | 6.4% |
| i | 300 | 6.4% |
| e | 245 | 5.2% |
| r | 245 | 5.2% |
| B | 241 | 5.1% |
| D | 240 | 5.1% |
| Other values (14) | 1071 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4691 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 658 | |
| l | 541 | |
| a | 484 | |
| h | 364 | 7.8% |
| c | 302 | 6.4% |
| i | 300 | 6.4% |
| e | 245 | 5.2% |
| r | 245 | 5.2% |
| B | 241 | 5.1% |
| D | 240 | 5.1% |
| Other values (14) | 1071 |
degreeCategory2
Categorical
HIGH CORRELATION 
| Distinct | 7 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 25.6 KiB |
| Unknown | |
|---|---|
| Diploma | |
| Bachelor | |
| High School | |
| Master | 5 |
| Other values (2) | 3 |
Length
| Max length | 11 |
|---|---|
| Median length | 7 |
| Mean length | 7.6146179 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4584 |
|---|---|
| Distinct characters | 25 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.2% |
Sample
| 1st row | Bachelor |
|---|---|
| 2nd row | Bachelor |
| 3rd row | Bachelor |
| 4th row | High School |
| 5th row | Unknown |
Common Values
| Value | Count | Frequency (%) |
| Unknown | 243 | |
| Diploma | 147 | |
| Bachelor | 145 | |
| High School | 59 | 9.8% |
| Master | 5 | 0.8% |
| PhD | 2 | 0.3% |
| Associate | 1 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| unknown | 243 | |
| diploma | 147 | |
| bachelor | 145 | |
| high | 59 | 8.9% |
| school | 59 | 8.9% |
| master | 5 | 0.8% |
| phd | 2 | 0.3% |
| associate | 1 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 729 | |
| o | 654 | |
| l | 351 | 7.7% |
| a | 298 | 6.5% |
| h | 265 | 5.8% |
| U | 243 | 5.3% |
| k | 243 | 5.3% |
| w | 243 | 5.3% |
| i | 207 | 4.5% |
| c | 205 | 4.5% |
| Other values (15) | 1146 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4584 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 729 | |
| o | 654 | |
| l | 351 | 7.7% |
| a | 298 | 6.5% |
| h | 265 | 5.8% |
| U | 243 | 5.3% |
| k | 243 | 5.3% |
| w | 243 | 5.3% |
| i | 207 | 4.5% |
| c | 205 | 4.5% |
| Other values (15) | 1146 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4584 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 729 | |
| o | 654 | |
| l | 351 | 7.7% |
| a | 298 | 6.5% |
| h | 265 | 5.8% |
| U | 243 | 5.3% |
| k | 243 | 5.3% |
| w | 243 | 5.3% |
| i | 207 | 4.5% |
| c | 205 | 4.5% |
| Other values (15) | 1146 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4584 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 729 | |
| o | 654 | |
| l | 351 | 7.7% |
| a | 298 | 6.5% |
| h | 265 | 5.8% |
| U | 243 | 5.3% |
| k | 243 | 5.3% |
| w | 243 | 5.3% |
| i | 207 | 4.5% |
| c | 205 | 4.5% |
| Other values (15) | 1146 |
fieldCategory
Categorical
| Distinct | 8 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 25.6 KiB |
| Health | |
|---|---|
| IT | |
| Data | |
| Science | |
| Unknown | |
| Other values (3) |
Length
| Max length | 11 |
|---|---|
| Median length | 8 |
| Mean length | 4.9152824 |
| Min length | 2 |
Characters and Unicode
| Total characters | 2959 |
|---|---|
| Distinct characters | 24 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Health |
|---|---|
| 2nd row | Science |
| 3rd row | IT |
| 4th row | IT |
| 5th row | Business |
Common Values
| Value | Count | Frequency (%) |
| Health | 210 | |
| IT | 167 | |
| Data | 74 | 12.3% |
| Science | 60 | 10.0% |
| Unknown | 56 | 9.3% |
| Business | 17 | 2.8% |
| Arts | 11 | 1.8% |
| Engineering | 7 | 1.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| health | 210 | |
| it | 167 | |
| data | 74 | 12.3% |
| science | 60 | 10.0% |
| unknown | 56 | 9.3% |
| business | 17 | 2.8% |
| arts | 11 | 1.8% |
| engineering | 7 | 1.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 361 | |
| a | 358 | |
| t | 295 | |
| n | 266 | |
| h | 210 | 7.1% |
| H | 210 | 7.1% |
| l | 210 | 7.1% |
| I | 167 | 5.6% |
| T | 167 | 5.6% |
| c | 120 | 4.1% |
| Other values (14) | 595 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2959 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 361 | |
| a | 358 | |
| t | 295 | |
| n | 266 | |
| h | 210 | 7.1% |
| H | 210 | 7.1% |
| l | 210 | 7.1% |
| I | 167 | 5.6% |
| T | 167 | 5.6% |
| c | 120 | 4.1% |
| Other values (14) | 595 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2959 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 361 | |
| a | 358 | |
| t | 295 | |
| n | 266 | |
| h | 210 | 7.1% |
| H | 210 | 7.1% |
| l | 210 | 7.1% |
| I | 167 | 5.6% |
| T | 167 | 5.6% |
| c | 120 | 4.1% |
| Other values (14) | 595 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2959 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 361 | |
| a | 358 | |
| t | 295 | |
| n | 266 | |
| h | 210 | 7.1% |
| H | 210 | 7.1% |
| l | 210 | 7.1% |
| I | 167 | 5.6% |
| T | 167 | 5.6% |
| c | 120 | 4.1% |
| Other values (14) | 595 |
fieldCategory2
Categorical
HIGH CORRELATION 
| Distinct | 9 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 25.6 KiB |
| Unknown | |
|---|---|
| Health | |
| IT | |
| Data | |
| Science | |
| Other values (4) |
Length
| Max length | 11 |
|---|---|
| Median length | 8 |
| Mean length | 5.948505 |
| Min length | 2 |
Characters and Unicode
| Total characters | 3581 |
|---|---|
| Distinct characters | 25 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.2% |
Sample
| 1st row | Health |
|---|---|
| 2nd row | Engineering |
| 3rd row | IT |
| 4th row | Engineering |
| 5th row | Unknown |
Common Values
| Value | Count | Frequency (%) |
| Unknown | 243 | |
| Health | 165 | |
| IT | 86 | 14.3% |
| Data | 32 | 5.3% |
| Science | 32 | 5.3% |
| Business | 18 | 3.0% |
| Engineering | 17 | 2.8% |
| Arts | 8 | 1.3% |
| Law | 1 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| unknown | 243 | |
| health | 165 | |
| it | 86 | 14.3% |
| data | 32 | 5.3% |
| science | 32 | 5.3% |
| business | 18 | 3.0% |
| engineering | 17 | 2.8% |
| arts | 8 | 1.3% |
| law | 1 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 830 | |
| e | 281 | 7.8% |
| w | 244 | 6.8% |
| U | 243 | 6.8% |
| k | 243 | 6.8% |
| o | 243 | 6.8% |
| a | 230 | 6.4% |
| t | 205 | 5.7% |
| H | 165 | 4.6% |
| l | 165 | 4.6% |
| Other values (15) | 732 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3581 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 830 | |
| e | 281 | 7.8% |
| w | 244 | 6.8% |
| U | 243 | 6.8% |
| k | 243 | 6.8% |
| o | 243 | 6.8% |
| a | 230 | 6.4% |
| t | 205 | 5.7% |
| H | 165 | 4.6% |
| l | 165 | 4.6% |
| Other values (15) | 732 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3581 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 830 | |
| e | 281 | 7.8% |
| w | 244 | 6.8% |
| U | 243 | 6.8% |
| k | 243 | 6.8% |
| o | 243 | 6.8% |
| a | 230 | 6.4% |
| t | 205 | 5.7% |
| H | 165 | 4.6% |
| l | 165 | 4.6% |
| Other values (15) | 732 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3581 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 830 | |
| e | 281 | 7.8% |
| w | 244 | 6.8% |
| U | 243 | 6.8% |
| k | 243 | 6.8% |
| o | 243 | 6.8% |
| a | 230 | 6.4% |
| t | 205 | 5.7% |
| H | 165 | 4.6% |
| l | 165 | 4.6% |
| Other values (15) | 732 |
weighted_skills
Unsupported
REJECTED  UNSUPPORTED 
| Missing | 0 |
|---|---|
| Missing (%) | 0.0% |
| Memory size | 25.6 KiB |
totalExperienceYears
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 83 |
|---|---|
| Distinct (%) | 16.3% |
| Missing | 93 |
| Missing (%) | 15.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.85057 |
| Minimum | -5.44 |
|---|---|
| Maximum | 49.48 |
| Zeros | 20 |
| Zeros (%) | 3.3% |
| Negative | 9 |
| Negative (%) | 1.5% |
| Memory size | 25.6 KiB |
Quantile statistics
| Minimum | -5.44 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3.48 |
| median | 8.48 |
| Q3 | 16.48 |
| 95-th percentile | 29.08 |
| Maximum | 49.48 |
| Range | 54.92 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 9.373172 |
|---|---|
| Coefficient of variation (CV) | 0.86384146 |
| Kurtosis | 0.85495125 |
| Mean | 10.85057 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 1.0896277 |
| Sum | 5522.94 |
| Variance | 87.856353 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3.48 | 40 | 6.6% |
| 4.48 | 30 | 5.0% |
| 9.48 | 26 | 4.3% |
| 2.48 | 22 | 3.7% |
| 6.48 | 22 | 3.7% |
| 8.48 | 20 | 3.3% |
| 0 | 20 | 3.3% |
| 7.48 | 17 | 2.8% |
| 5.48 | 17 | 2.8% |
| 10.48 | 17 | 2.8% |
| Other values (73) | 278 | |
| (Missing) | 93 | 15.4% |
| Value | Count | Frequency (%) |
| -5.44 | 1 | 0.2% |
| -2.52 | 1 | 0.2% |
| -1.77 | 1 | 0.2% |
| -0.85 | 1 | 0.2% |
| -0.52 | 2 | 0.3% |
| -0.44 | 2 | 0.3% |
| -0.02 | 1 | 0.2% |
| 0 | 20 | |
| 0.15 | 2 | 0.3% |
| 0.48 | 2 | 0.3% |
| Value | Count | Frequency (%) |
| 49.48 | 1 | 0.2% |
| 43.48 | 1 | 0.2% |
| 41.48 | 2 | |
| 40.48 | 1 | 0.2% |
| 39.48 | 1 | 0.2% |
| 37.48 | 1 | 0.2% |
| 36.48 | 2 | |
| 34.48 | 3 | |
| 33.48 | 1 | 0.2% |
| 32.48 | 3 |
jobTenureCategory
Categorical
HIGH CORRELATION 
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 5 |
| Missing (%) | 0.8% |
| Memory size | 25.6 KiB |
| Mid-level | |
|---|---|
| Senior | |
| Junior |
Length
| Max length | 9 |
|---|---|
| Median length | 6 |
| Mean length | 7.0904523 |
| Min length | 6 |
Characters and Unicode
| Total characters | 4233 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Junior |
|---|---|
| 2nd row | Junior |
| 3rd row | Mid-level |
| 4th row | Mid-level |
| 5th row | Junior |
Common Values
| Value | Count | Frequency (%) |
| Mid-level | 217 | |
| Senior | 211 | |
| Junior | 169 | |
| (Missing) | 5 | 0.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| mid-level | 217 | |
| senior | 211 | |
| junior | 169 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 645 | |
| i | 597 | |
| l | 434 | |
| n | 380 | |
| o | 380 | |
| r | 380 | |
| M | 217 | 5.1% |
| d | 217 | 5.1% |
| - | 217 | 5.1% |
| v | 217 | 5.1% |
| Other values (3) | 549 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4233 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 645 | |
| i | 597 | |
| l | 434 | |
| n | 380 | |
| o | 380 | |
| r | 380 | |
| M | 217 | 5.1% |
| d | 217 | 5.1% |
| - | 217 | 5.1% |
| v | 217 | 5.1% |
| Other values (3) | 549 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4233 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 645 | |
| i | 597 | |
| l | 434 | |
| n | 380 | |
| o | 380 | |
| r | 380 | |
| M | 217 | 5.1% |
| d | 217 | 5.1% |
| - | 217 | 5.1% |
| v | 217 | 5.1% |
| Other values (3) | 549 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4233 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 645 | |
| i | 597 | |
| l | 434 | |
| n | 380 | |
| o | 380 | |
| r | 380 | |
| M | 217 | 5.1% |
| d | 217 | 5.1% |
| - | 217 | 5.1% |
| v | 217 | 5.1% |
| Other values (3) | 549 |
| company | degreeCategory | degreeCategory2 | endorsement1 | endorsement2 | endorsement3 | endorsement4 | endorsement5 | endorsement6 | fieldCategory | fieldCategory2 | jobTenureCategory | jobTenureYears | jobTitle | totalExperienceYears | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| company | 1.000 | 0.000 | 0.409 | -0.036 | -0.021 | -0.035 | -0.047 | -0.034 | -0.077 | 0.163 | 0.109 | 0.076 | 0.038 | 0.000 | 0.037 |
| degreeCategory | 0.000 | 1.000 | 0.114 | 0.032 | 0.030 | 0.051 | 0.056 | 0.094 | -0.051 | 0.491 | 0.119 | 0.050 | 0.057 | 0.025 | -0.116 |
| degreeCategory2 | 0.409 | 0.114 | 1.000 | -0.052 | -0.034 | 0.013 | -0.050 | -0.000 | -0.051 | 0.107 | 0.506 | 0.000 | -0.012 | 0.000 | 0.103 |
| endorsement1 | -0.036 | 0.032 | -0.052 | 1.000 | 0.723 | 0.650 | 0.561 | 0.558 | 0.449 | 0.000 | 0.080 | 0.086 | 0.133 | 0.081 | 0.279 |
| endorsement2 | -0.021 | 0.030 | -0.034 | 0.723 | 1.000 | 0.695 | 0.646 | 0.559 | 0.514 | 0.000 | 0.000 | 0.000 | 0.102 | 0.019 | 0.292 |
| endorsement3 | -0.035 | 0.051 | 0.013 | 0.650 | 0.695 | 1.000 | 0.663 | 0.601 | 0.528 | 0.059 | 0.000 | 0.053 | 0.087 | 0.082 | 0.270 |
| endorsement4 | -0.047 | 0.056 | -0.050 | 0.561 | 0.646 | 0.663 | 1.000 | 0.671 | 0.647 | 0.000 | 0.000 | 0.000 | 0.099 | 0.048 | 0.258 |
| endorsement5 | -0.034 | 0.094 | -0.000 | 0.558 | 0.559 | 0.601 | 0.671 | 1.000 | 0.550 | 0.159 | 0.000 | 0.020 | 0.077 | 0.072 | 0.268 |
| endorsement6 | -0.077 | -0.051 | -0.051 | 0.449 | 0.514 | 0.528 | 0.647 | 0.550 | 1.000 | 0.000 | 0.000 | 0.000 | 0.105 | 0.109 | 0.244 |
| fieldCategory | 0.163 | 0.491 | 0.107 | 0.000 | 0.000 | 0.059 | 0.000 | 0.159 | 0.000 | 1.000 | 0.098 | 0.095 | 0.075 | 0.012 | 0.087 |
| fieldCategory2 | 0.109 | 0.119 | 0.506 | 0.080 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.098 | 1.000 | 0.070 | -0.026 | 0.072 | 0.145 |
| jobTenureCategory | 0.076 | 0.050 | 0.000 | 0.086 | 0.000 | 0.053 | 0.000 | 0.020 | 0.000 | 0.095 | 0.070 | 1.000 | 0.942 | 0.188 | 0.356 |
| jobTenureYears | 0.038 | 0.057 | -0.012 | 0.133 | 0.102 | 0.087 | 0.099 | 0.077 | 0.105 | 0.075 | -0.026 | 0.942 | 1.000 | 0.136 | 0.403 |
| jobTitle | 0.000 | 0.025 | 0.000 | 0.081 | 0.019 | 0.082 | 0.048 | 0.072 | 0.109 | 0.012 | 0.072 | 0.188 | 0.136 | 1.000 | -0.165 |
| totalExperienceYears | 0.037 | -0.116 | 0.103 | 0.279 | 0.292 | 0.270 | 0.258 | 0.268 | 0.244 | 0.087 | 0.145 | 0.356 | 0.403 | -0.165 | 1.000 |
| location | fullName | company | jobTitle | jobLocation | jobDateRange | jobStartedSince | jobDuration | company2 | jobTitle2 | jobDateRange2 | jobStartedSince2 | school | schoolUrl | schoolDateRange | schoolUrl2 | schoolDegree2 | schoolDateRange2 | allSkills | skill1 | endorsement1 | skill2 | endorsement2 | skill3 | endorsement3 | skill4 | endorsement4 | skill5 | endorsement5 | skill6 | endorsement6 | error | jobStartDate | jobEndDate | jobTenureYears | schoolStartDate | schoolEndDate | schoolStartDate2 | schoolEndDate2 | degreeCategory | degreeCategory2 | fieldCategory | fieldCategory2 | weighted_skills | totalExperienceYears | jobTenureCategory | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2 | Greater Melbourne Area | Will Adams | KPMG Australia | Senior Consultant | Melbourne, Victoria, Australia | Oct 2020 - Feb 2022 | 2020-10-01 | 1 yr 5 mos | KPMG Australia | Consultant | Sep 2018 - Oct 2020 | 2018-09-01 | Monash University | https://www.linkedin.com/company/5663/ | 2012 - 2016 | https://www.linkedin.com/company/5663/ | Bachelor's degree, Business (Marketing) (International Business) | 2012 - 2016 | Management Consulting, Presentations, Microsoft Dynamics CRM, Scrum, Critical Thinking, Microsoft PowerPoint | Management Consulting | 4.0 | Presentations | 7.0 | Microsoft Dynamics CRM | 5.0 | Scrum | 4.0 | Critical Thinking | 4.0 | Microsoft PowerPoint | 4.0 | NaN | 2020-10-01 | 2022-02-01 00:00:00.000000 | 1.34 | 2012-01-01 | 2016-01-01 | 2012-01-01 | 2016-01-01 | Bachelor | Bachelor | Health | Health | {'Management Consulting': 4.0, 'Presentations': 7.0, 'Microsoft Dynamics CRM': 5.0, 'Scrum': 4.0, 'Critical Thinking': 4.0, 'Microsoft PowerPoint': 4.0} | 8.48 | Junior |
| 4 | Melbourne, Victoria | Ammrith Adithya | KPMG | Consultant | Melbourne, Victoria, Australia | Feb 2024 - Present | 2024-02-01 | 5 mos | Commonwealth Bank | Early Customer Engagement Specialist (Financial Assist Solutions) | Mar 2020 - Aug 2020 | 2020-03-01 | Monash University | https://www.linkedin.com/company/5663/ | 2019 - 2023 | NaN | VCE | 2015 - 2018 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 2024-02-01 | 2024-06-24 12:46:00.184354 | 0.39 | 2019-01-01 | 2023-01-01 | 2015-01-01 | 2018-01-01 | Bachelor | Bachelor | Science | Engineering | {} | 1.48 | Junior |
| 6 | Greater Sydney Area | Prabin Agarwal | KPMG Australia | Associate Director | Sydney, New South Wales, Australia | Mar 2022 - Present | 2022-03-01 | 2 yrs 4 mos | Accenture Australia | Manager | Oct 2016 - Feb 2022 | 2016-10-01 | Institute of Chartered Accountant of India | NaN | 1999 - 2004 | https://www.linkedin.com/company/633270/ | Bachelor of Commerce (B.Com.), Accountancy | 1999 - 2002 | FICO, ECC, SAP R/3, SAP Implementation, SAP, ERP, SAP FICO, Requirements Analysis, SAP FI, SAP ERP, Business Analysis, IDOC, SAP Products, Consulting, Integration, Financial Reporting, Team Management, Vendor Management | FICO | 1.0 | ECC | NaN | SAP R/3 | 1.0 | SAP Implementation | 1.0 | SAP | 10.0 | ERP | 6.0 | NaN | 2022-03-01 | 2024-06-24 12:46:00.184378 | 2.32 | 1999-01-01 | 2004-01-01 | 1999-01-01 | 2002-01-01 | Bachelor | Bachelor | IT | IT | {'FICO': 1.0, 'SAP R/3': 1.0, 'SAP Implementation': 1.0, 'SAP': 10.0, 'ERP': 6.0} | 20.48 | Mid-level |
| 7 | Melbourne, Victoria, Australia | Priyanka Agarwal | KPMG Australia | Associate Director | Melbourne, Victoria, Australia | May 2022 - Present | 2022-05-01 | 2 yrs 2 mos | DXC Technology | Senior Technical Consultant | Sep 2021 - May 2022 | 2021-09-01 | College Of Engineering Roorkee | NaN | 2002 - 2006 | NaN | SSC, PCM | 1999 - 2002 | MorphX, X++, Microsoft Dynamics ERP, Oracle 10g, Red Hat Linux, Telecom BSS, Microsoft Dynamics AX 4.0, 2009, 2012, 2012 R2, Enterprise Portals, Oracle, Microsoft Dynamics, SSRS, ERP, Solution Architecture, Business Process, Requirements Analysis, SQL, .NET, Business Analysis, Microsoft SQL Server, Enterprise Resource Planning (ERP) | MorphX | 2.0 | X++ | 9.0 | Microsoft Dynamics ERP | 4.0 | Oracle 10g | 1.0 | Red Hat Linux | 2.0 | Telecom BSS | 2.0 | NaN | 2022-05-01 | 2024-06-24 12:46:00.184397 | 2.15 | 2002-01-01 | 2006-01-01 | 1999-01-01 | 2002-01-01 | Bachelor | High School | IT | Engineering | {'MorphX': 2.0, 'X++': 9.0, 'Microsoft Dynamics ERP': 4.0, 'Oracle 10g': 1.0, 'Red Hat Linux': 2.0, 'Telecom BSS': 2.0} | 18.48 | Mid-level |
| 8 | Delhi, India | Akansha Aggarwal | KPMG | Manager | Delhi, India | Sep 2023 - Present | 2023-09-01 | 10 mos | KPMG | Executive | Sep 2022 - Sep 2023 | 2022-09-01 | The Institute of Chartered Accountants of India | https://www.linkedin.com/company/1968486/ | 2012 - 2018 | NaN | NaN | NaN | External Audits, Auditing, Tax, Financial Audits, Financial Statement Auditing | External Audits | NaN | Auditing | NaN | Tax | NaN | Financial Audits | NaN | Financial Statement Auditing | NaN | NaN | NaN | NaN | 2023-09-01 | 2024-06-24 12:46:00.184415 | 0.81 | 2012-01-01 | 2018-01-01 | NaT | NaT | PhD | Unknown | Business | Unknown | {} | 6.48 | Junior |
| 9 | Greater Melbourne Area | Pallavi Aggarwal | KPMG Australia | Manager | NaN | Sep 2022 - Present | 2022-09-01 | 1 yr 10 mos | Infosys Consulting | Consultant | Feb 2021 - Aug 2022 | 2021-02-01 | Birla Institute of Technology and Science, Pilani | https://www.linkedin.com/company/739903/ | 2004 - 2008 | https://www.linkedin.com/company/9584148/ | BCA, Computer Applications | 2001 - 2004 | Business Process Improvement, Technical Specs, Process Modeling, Problem Solving, Communication, Strategy, Technical Architecture, Business Requirements, Architecture, Agile Methodologies, PL/SQL, Java, Testing, Telecommunications, Requirements Analysis, Service Delivery, Integration, User Acceptance Testing, SDP, Solution Architecture, Test Planning, Software Project Management, Test Automation, Software Development, Software Quality Assurance, Oracle, OSS, Open Source Software, Linux, WebLogic, Quality Center, Weblogic, Unix, SQL, JIRA, SoapUI, HP Quality Center | Business Process Improvement | NaN | Technical Specs | 43.0 | Process Modeling | 32.0 | Problem Solving | 54.0 | Communication | 21.0 | Strategy | NaN | NaN | 2022-09-01 | 2024-06-24 12:46:00.184431 | 1.81 | 2004-01-01 | 2008-01-01 | 2001-01-01 | 2004-01-01 | Bachelor | Bachelor | IT | Data | {'Technical Specs': 43.0, 'Process Modeling': 32.0, 'Problem Solving': 54.0, 'Communication': 21.0} | 16.48 | Mid-level |
| 10 | Sydney, New South Wales, Australia | Saurabh Agrahari | KPMG Australia | Associate Director | Sydney, New South Wales, Australia · On-site | Apr 2023 - Present | 2023-04-01 | 1 yr 3 mos | Techwave | Director - Data Analytics & EPM | Jun 2020 - Mar 2023 | 2020-06-01 | Great Lakes Institute of Management | https://www.linkedin.com/company/363736/ | 2007 - 2008 | https://www.linkedin.com/company/15109269/ | Bachelor of Technology (B.Tech.), Information Technology | 1999 - 2003 | SAP Datasphere, Pre-sales, Business Analysis, Project Management, Program Management, Enterprise Resource Planning (ERP), Business Intelligence (BI), Data Analysis, Business Analytics, Strategic Planning, Project Planning, Financial Analysis, Financial Planning, Financial Forecasting, FP&A, Software Project Management, Agile Project Management, Cloud Computing, SAP BI, SAP BW, SAP ERP, Business Objects, SAP S/4HANA, SAP Analytics Cloud, SAP Project Management, EPM, SAP BPC, SAP HANA, anaplan, Planning Budgeting & Forecasting, Predictive Analytics, Anaplan, Trusted Business Partner, Interpersonal Skills, Design Thinking, Agile & Waterfall Methodologies, Agile Application Development, Process Improvement, Innovation Management, Problem Solving | SAP Datasphere | NaN | Pre-sales | 35.0 | Business Analysis | 17.0 | Project Management | 11.0 | Program Management | 1.0 | Enterprise Resource Planning (ERP) | 8.0 | NaN | 2023-04-01 | 2024-06-24 12:46:00.184447 | 1.23 | 2007-01-01 | 2008-01-01 | 1999-01-01 | 2003-01-01 | Bachelor | Bachelor | Data | IT | {'Pre-sales': 35.0, 'Business Analysis': 17.0, 'Project Management': 11.0, 'Program Management': 1.0, 'Enterprise Resource Planning (ERP)': 8.0} | 16.48 | Junior |
| 14 | Greater Melbourne Area | Tyler Aitken | KPMG Australia | Manager | Melbourne, Victoria, Australia | Oct 2020 - Present | 2020-10-01 | 3 yrs 9 mos | KPMG Australia | Senior Consultant (Digital Delta) | Oct 2018 - Sep 2020 | 2018-10-01 | Chartered Accountants Australia and New Zealand | https://www.linkedin.com/company/654969/ | 2018 - 2020 | https://www.linkedin.com/company/5663/ | Double Degree, Bachelor of Commerce and Bachelor of Business Information Systems | 2012 - 2015 | Microsoft Office, Finance, Strategy, Analysis, Business Analysis, Financial Analysis, Risk Management, Teamwork, Management, Project Delivery, Business Process Improvement, Microsoft Excel | Microsoft Office | 1.0 | Finance | 1.0 | Strategy | 1.0 | Analysis | 1.0 | Business Analysis | 1.0 | Financial Analysis | NaN | NaN | 2020-10-01 | 2024-06-24 12:46:00.184463 | 3.73 | 2018-01-01 | 2020-01-01 | 2012-01-01 | 2015-01-01 | Bachelor | Bachelor | Health | Health | {'Microsoft Office': 1.0, 'Finance': 1.0, 'Strategy': 1.0, 'Analysis': 1.0, 'Business Analysis': 1.0} | 4.48 | Senior |
| 15 | Greater Melbourne Area | Luis Ajero | KPMG Australia | Senior Consultant | Melbourne, Victoria, Australia | Apr 2022 - Present | 2022-04-01 | 2 yrs 3 mos | Appirio | Associate Technical Consultant | Oct 2019 - Apr 2022 | 2019-10-01 | University of Melbourne | https://www.linkedin.com/company/5677/ | Feb 2015 - Nov 2018 | NaN | NaN | NaN | Python, JavaScript, Java, Microsoft Office, Microsoft PowerPoint, HTML, Git, NodeJs, SQL, English, Haskell, Mean Stack, Express.js | Python | 1.0 | JavaScript | 2.0 | Java | 2.0 | Microsoft Office | 1.0 | Microsoft PowerPoint | 1.0 | HTML | 2.0 | NaN | 2022-04-01 | 2024-06-24 12:46:00.184478 | 2.23 | 2015-02-01 | 2018-11-01 | NaT | NaT | Diploma | Unknown | IT | Unknown | {'Python': 1.0, 'JavaScript': 2.0, 'Java': 2.0, 'Microsoft Office': 1.0, 'Microsoft PowerPoint': 1.0, 'HTML': 2.0} | 5.65 | Mid-level |
| 16 | Greater Sydney Area | Philip Alava | KPMG Australia | Senior Consultant | NaN | Jul 2023 - Present | 2023-07-01 | 1 yr | KPMG Australia | Senior Consultant | Transformation Program Management | Jun 2022 - Jul 2023 | 2022-06-01 | UNSW | https://www.linkedin.com/company/6096/ | 2018 - 2021 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 2023-07-01 | 2024-06-24 12:46:00.184494 | 0.98 | 2018-01-01 | 2021-01-01 | NaT | NaT | Bachelor | Unknown | IT | Unknown | {} | 3.48 | Junior |
| location | fullName | company | jobTitle | jobLocation | jobDateRange | jobStartedSince | jobDuration | company2 | jobTitle2 | jobDateRange2 | jobStartedSince2 | school | schoolUrl | schoolDateRange | schoolUrl2 | schoolDegree2 | schoolDateRange2 | allSkills | skill1 | endorsement1 | skill2 | endorsement2 | skill3 | endorsement3 | skill4 | endorsement4 | skill5 | endorsement5 | skill6 | endorsement6 | error | jobStartDate | jobEndDate | jobTenureYears | schoolStartDate | schoolEndDate | schoolStartDate2 | schoolEndDate2 | degreeCategory | degreeCategory2 | fieldCategory | fieldCategory2 | weighted_skills | totalExperienceYears | jobTenureCategory | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1060 | Greater Sydney Area | Ricky Yuen | KPMG | Consultant | NaN | Feb 2023 - Present | 2023-02-01 | 1 yr 5 mos | EY | Audit & Assurance Vacationer at EY | Jan 2022 - Feb 2022 | 2022-01-01 | UNSW | https://www.linkedin.com/company/6096/ | 2018 - 2022 | NaN | NaN | NaN | Interpersonal Skills, Time-efficient | Interpersonal Skills | 2.0 | Time-efficient | 2.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 2023-02-01 | 2024-06-24 12:46:00.195235 | 1.39 | 2018-01-01 | 2022-01-01 | NaT | NaT | Bachelor | Unknown | IT | Unknown | {'Interpersonal Skills': 2.0, 'Time-efficient': 2.0} | 2.48 | Mid-level |
| 1061 | Greater Sydney Area | Sumedha Zadoo | KPMG Australia | Associate Director | Sydney, New South Wales, Australia | Oct 2021 - Present | 2021-10-01 | 2 yrs 9 mos | KPMG Australia | Manager | Management Consulting | Oct 2019 - Sep 2021 | 2019-10-01 | University of Technology Sydney | https://www.linkedin.com/company/166678/ | 2014 - 2015 | NaN | Master of Engineering Management, Engineering Management | 2013 - 2014 | Requirements Gathering, Management Consulting, Requirements Analysis, Agile Methodologies, Business Strategy, Use Case Analysis, Microsoft SQL Server, Business Process Improvement, FRD, BRDs, Workshop Facilitation, Lean Six Sigma, Project Management, SQL, Management, ASP.NET, Testing, Data Analysis, Databases, MS Project, Project Planning, SDLC, Business Planning, Microsoft BI Suite, Digital Marketing, Market Research, Business Intelligence, SSRS, Primavera P6, Microsoft Project, HTML, MySQL, PL/SQL, Microsoft Office, Microsoft Excel | Requirements Gathering | 19.0 | Management Consulting | 11.0 | Requirements Analysis | 19.0 | Agile Methodologies | 11.0 | Business Strategy | 8.0 | Use Case Analysis | 5.0 | NaN | 2021-10-01 | 2024-06-24 12:46:00.195250 | 2.73 | 2014-01-01 | 2015-01-01 | 2013-01-01 | 2014-01-01 | Bachelor | Diploma | IT | Health | {'Requirements Gathering': 19.0, 'Management Consulting': 11.0, 'Requirements Analysis': 19.0, 'Agile Methodologies': 11.0, 'Business Strategy': 8.0, 'Use Case Analysis': 5.0} | 9.48 | Senior |
| 1066 | Canberra, Australian Capital Territory, Australia | Michelle Zeitlhofer | KPMG Australia | Consultant | Canberra, Australian Capital Territory, Australia | Feb 2023 - Present | 2023-02-01 | 1 yr 5 mos | Hireup | Disability Support Worker | Jan 2019 - Feb 2023 | 2019-01-01 | University of Canberra | https://www.linkedin.com/company/19034/ | 2019 - 2022 | https://www.linkedin.com/company/19034/ | Bachelor's degree, Event and Tourism Management | 2019 - 2022 | Microsoft Office, Volunteering, Customer Service, Communication, Professional Development | Microsoft Office | NaN | Volunteering | NaN | Customer Service | NaN | Communication | 1.0 | Professional Development | NaN | NaN | NaN | NaN | 2023-02-01 | 2024-06-24 12:46:00.195265 | 1.39 | 2019-01-01 | 2022-01-01 | 2019-01-01 | 2022-01-01 | High School | Diploma | Health | Health | {'Communication': 1.0} | 2.48 | Mid-level |
| 1067 | Sydney, New South Wales, Australia | Charmaine Zets | KPMG | Director | NaN | Oct 2023 - Present | 2023-10-01 | 9 mos | KPMG | Digital Transformation Lead | Feb 2021 - Sep 2023 | 2021-02-01 | AGSM @ UNSW Business School | https://www.linkedin.com/company/15104530/ | 2009 - 2012 | NaN | Certification, Agile | 2017 - 2017 | Business Transformation, Program Management, Risk Management, Project Management, Performance Management, Business Process Improvement, Financial Analysis, Business Strategy, Financial Modeling, Change Management, Strategic Planning, Management Consulting, Project Coordination, Strategy, Leadership, Stakeholder Engagement, Stakeholder Management, Digital transformation | Business Transformation | 16.0 | Program Management | 15.0 | Risk Management | 12.0 | Project Management | 13.0 | Performance Management | 8.0 | Business Process Improvement | 12.0 | NaN | 2023-10-01 | 2024-06-24 12:46:00.195279 | 0.73 | 2009-01-01 | 2012-01-01 | 2017-01-01 | 2017-01-01 | Bachelor | Bachelor | IT | Engineering | {'Business Transformation': 16.0, 'Program Management': 15.0, 'Risk Management': 12.0, 'Project Management': 13.0, 'Performance Management': 8.0, 'Business Process Improvement': 12.0} | 12.48 | Junior |
| 1069 | Greater Sydney Area | Phillip Zhang | KPMG Australia | Senior Consultant | NaN | Jan 2024 - Present | 2024-01-01 | 6 mos | KPMG Australia | Consultant | Feb 2022 - Jan 2024 | 2022-02-01 | UNSW | https://www.linkedin.com/company/6096/ | 2017 - 2021 | NaN | NaN | 2011 - 2016 | Leadership, Teamwork, Critical Thinking, Agile Project Management, Financial Analysis, Client Engagement, Microsoft Office, Microsoft Excel, Microsoft PowerPoint, Microsoft Word, Communication, Time Management, Decision-Making, Customer Service, Agile Leadership, Interpersonal Skills, Public Speaking, Wellness, Presentations | Leadership | 9.0 | Teamwork | 10.0 | Critical Thinking | 5.0 | Agile Project Management | NaN | Financial Analysis | 1.0 | Client Engagement | 1.0 | NaN | 2024-01-01 | 2024-06-24 12:46:00.195308 | 0.48 | 2017-01-01 | 2021-01-01 | 2011-01-01 | 2016-01-01 | Diploma | Unknown | IT | Unknown | {'Leadership': 9.0, 'Teamwork': 10.0, 'Critical Thinking': 5.0, 'Financial Analysis': 1.0, 'Client Engagement': 1.0} | 3.48 | Junior |
| 1070 | San Francisco Bay Area | Stephanie Zhang | KPMG US | Consultant | NaN | Oct 2022 - Present | 2022-10-01 | 1 yr 9 mos | KPMG US | Senior Associate Advisory | Oct 2018 - Oct 2022 | 2018-10-01 | Ichec Brussels Management School | https://www.linkedin.com/company/15092365/ | NaN | https://www.linkedin.com/company/3084/ | Bachelor of Science (B.S.), Accounting and Business Administration | Minor: Enterprise Information Systems | NaN | Accounting, Teamwork, Time Management, Financial Accounting, Events, Event Planning, Invoicing, Access, Microsoft Office, Microsoft Excel, Microsoft Word, PowerPoint, SAP FICO, SAP ERP, SAP MM, Microsoft Dynamics, Visio, Financial Analysis, Bookkeeping, Financial Reporting, Social Media, Research, Marketing, Salesforce.com, Photoshop | Accounting | 11.0 | Teamwork | 12.0 | Time Management | 13.0 | Financial Accounting | 6.0 | Events | 4.0 | Event Planning | 7.0 | NaN | 2022-10-01 | 2024-06-24 12:46:00.195323 | 1.73 | NaT | NaT | NaT | NaT | Bachelor | Bachelor | IT | IT | {'Accounting': 11.0, 'Teamwork': 12.0, 'Time Management': 13.0, 'Financial Accounting': 6.0, 'Events': 4.0, 'Event Planning': 7.0} | NaN | Mid-level |
| 1071 | Sydney, New South Wales, Australia | Elian Zheng | KPMG Australia | Senior Consultant | NaN | Jul 2022 - Present | 2022-07-01 | 2 yrs | KPMG Australia | Consultant | Data & Cloud | Feb 2021 - Jul 2022 | 2021-02-01 | UNSW | https://www.linkedin.com/company/6096/ | 2015 - 2020 | NaN | NaN | 2009 - 2014 | Teamwork, Leadership, Communication, Microsoft Office, Management, Customer Service, Research, C, Critical Thinking, Presentation Skills, Problem Solving, Data Analysis, Microsoft Excel, Office 365, Spreadsheets | Teamwork | 10.0 | Leadership | 9.0 | Communication | 9.0 | Microsoft Office | 3.0 | Management | 4.0 | Customer Service | 2.0 | NaN | 2022-07-01 | 2024-06-24 12:46:00.195336 | 1.98 | 2015-01-01 | 2020-01-01 | 2009-01-01 | 2014-01-01 | High School | Unknown | Health | Unknown | {'Teamwork': 10.0, 'Leadership': 9.0, 'Communication': 9.0, 'Microsoft Office': 3.0, 'Management': 4.0, 'Customer Service': 2.0} | 4.48 | Mid-level |
| 1075 | Jing'an District, Shanghai, China | Cathy Zhou | KPMG China | Senior Consultant | Shanghai City, China | Feb 2017 - Present | 2017-02-01 | 7 yrs 5 mos | KPMG US | Director | Jun 2005 - Jan 2017 | 2005-06-01 | Baruch College | https://www.linkedin.com/company/4365/ | NaN | https://www.linkedin.com/company/91038/ | Bachelor's Degree, Accounting | NaN | AML, OFAC, Economic Sanctions, FCPA, Tax, Financial Services, Due Diligence, Risk Management | AML | 1.0 | OFAC | 3.0 | Economic Sanctions | 1.0 | FCPA | 2.0 | Tax | NaN | Financial Services | NaN | NaN | 2017-02-01 | 2024-06-24 12:46:00.195351 | 7.39 | NaT | NaT | NaT | NaT | Diploma | Diploma | Health | Health | {'AML': 1.0, 'OFAC': 3.0, 'Economic Sanctions': 1.0, 'FCPA': 2.0} | NaN | Senior |
| 1076 | Xuhui District, Shanghai, China | Irene Zhou | KPMG China | Consultant | Shanghai | Oct 2012 - Present | 2012-10-01 | 11 yrs 9 mos | HSBC Commercial Banking | Credit Risk Management intern | Sep 2011 - Dec 2011 | 2011-09-01 | Fudan University | https://www.linkedin.com/company/22859/ | 2008 - 2012 | NaN | NaN | 2005 - 2008 | CICPA, Finance, Auditing, Internal Controls, IFRS, Analysis, Sarbanes-Oxley Act, Accounting, Management, GAAP, Financial Analysis | CICPA | NaN | Finance | NaN | Auditing | NaN | Internal Controls | NaN | IFRS | NaN | Analysis | NaN | NaN | 2012-10-01 | 2024-06-24 12:46:00.195367 | 11.73 | 2008-01-01 | 2012-01-01 | 2005-01-01 | 2008-01-01 | Bachelor | Unknown | Engineering | Unknown | {} | 12.48 | Senior |
| 1077 | Sydney, New South Wales, Australia | Ryan Zhu | KPMG Australia | Manager | Australia | May 2022 - Present | 2022-05-01 | 2 yrs 2 mos | DoorDash | Software Engineer | Nov 2021 - May 2022 | 2021-11-01 | University of Sydney | https://www.linkedin.com/company/166676/ | 2006 - 2007 | https://www.linkedin.com/company/9727/ | Master of Science - MS, Information and Communication Technology | 2005 - 2006 | MobX, GatsbyJS, Adobe Experience Manager (AEM), React.js, Java, Business Analysis, Project Management, Node.js, Webpack, Spring, Amazon Web Services (AWS), JavaScript, AngularJS, jQuery, Microsoft SQL Server, MySQL, CSS, HTML, SOAP, XML, J2EE Application Development, Axis2, Technical Data Analysis, TypeScript, Amazon Dynamodb, Serverless, Bootstrap, GraphQL | MobX | 1.0 | GatsbyJS | 3.0 | Adobe Experience Manager (AEM) | 3.0 | React.js | 9.0 | Java | 8.0 | Business Analysis | 5.0 | NaN | 2022-05-01 | 2024-06-24 12:46:00.195382 | 2.15 | 2006-01-01 | 2007-01-01 | 2005-01-01 | 2006-01-01 | Diploma | Diploma | IT | Health | {'MobX': 1.0, 'GatsbyJS': 3.0, 'Adobe Experience Manager (AEM)': 3.0, 'React.js': 9.0, 'Java': 8.0, 'Business Analysis': 5.0} | 17.48 | Mid-level |